From 6956e39fe2e4765535f324013334e9497a5705bd Mon Sep 17 00:00:00 2001 From: Jan Date: Sun, 8 Jan 2023 20:14:28 -0700 Subject: [PATCH] saving result to jsons --- fmda_kf_rnn.ipynb | 7531 +++++----- kf_orig.json | 39260 ++++++++++++++++++++++++++++++++++++++++++++++++++++ rnn_orig.json | 22186 +++++++++++++++++++++++++++++ 3 files changed, 64689 insertions(+), 4288 deletions(-) rewrite fmda_kf_rnn.ipynb (97%) create mode 100644 kf_orig.json create mode 100644 rnn_orig.json diff --git a/fmda_kf_rnn.ipynb b/fmda_kf_rnn.ipynb dissimilarity index 97% index 306f1ad..cd7dbce 100644 --- a/fmda_kf_rnn.ipynb +++ b/fmda_kf_rnn.ipynb @@ -1,4288 +1,3243 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "khOTxJsYc91W" - }, - "source": [ - "# Kalman Filtering and Recurrent Neural Networks for Fuel Moisture\n", - "## Jan Mandel, University of Colorado Denver\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "sXaqfI-EdCEk" - }, - "source": [ - "## Abstract" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ZbtSiYm4dF7B" - }, - "source": [ - "''Fuel moisture is an important factor of the spread of wildland fires. Some weather stations have fuel moisture sensors and data are available online. We review a simple model of fuel moisture from atmospheric conditions, and show how to adjust the model using the weather station data." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "eZ6dfHlZ63j1" - }, - "source": [ - "## Table of contents" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Snyr0_3sGxty" - }, - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "WHIgN2uZ689b" - }, - "source": [ - "1 Introduction\n", - "\n", - "2 Background\n", - "\n", - "2.1 Imports\n", - "\n", - "2.2 Kalman filter\n", - "\n", - "2.2.1 Overview\n", - "\n", - "2.2.2 Formulation\n", - "\n", - "2.2.3 A Kalman filter tester\n", - "\n", - "2.3 Fuel moisture model\n", - "\n", - "2.3.1 A simple time lag model\n", - "\n", - "2.3.1 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain\n", - "\n", - "3 Methods\n", - "\n", - "3.1 Kalman filter demonstration on the simple model\n", - "\n", - "3.1.1 Creating synthetic data\n", - "\n", - "3.1.2 Running the Kalman filter\n", - "\n", - "3.2 Acquisition and preprocessing of real data\n", - "\n", - "3.2.1 Acquisition of fuel moisture observations\n", - "\n", - "3.2.2 Acquisition of weather data\n", - "\n", - "3.2.3 Preprocessing and visualization of the weather data\n", - "\n", - "4 Results\n", - "\n", - "4.1 Kalman filter with fuel moisture observations, followed by forecasting\n", - "\n", - "4.2 Model with an augmented state\n", - "\n", - "4.3 Kalman filter on the augmented model\n", - "\n", - "4.4 A comment on the information flow in the Kalman filter and in neural networks\n", - "\n", - "5. Conclusion\n", - "\n", - "Contributions of Authors\n", - "\n", - "Acknowledgements\n", - "\n", - "References\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ZFafUPCTO1N1" - }, - "source": [ - "## 1 Introduction" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "4_RcdWybPFks" - }, - "source": [ - "The Kalman filter is at the foundation of many technologies in daily use, from GPS to weather forecasting. No model is completely accurate. Think space navigation: the movement of a Apollo 13 between the moon and the earth, subject to gravitational forces and propulsion, with the position ascertained by visual measurements. No matter how accurate the model of spacecraft motion is, the measurements are always burdened with noise. The idea of Kalman filter is to evolve a quantification of the of the state (here, positin and velocity of the spacecraft) in the form of a covariance matrix, and, using an estimate of the uncertainty of the data, adjust the state to split the difference every time measurements are taken. \n", - "\n", - "Here, we use the Kalman filter to estimate the evolution of fuel (dead wood) moisture content from a simple theoretical model, adjusting the state of the model hourly for measurements from fuel moisture a sensor in a wood stick exposed to the elements. This is needed for forecasting of wildfire progress; for this purpose, we also want to have the filter adjust the model from the data, so that it gives more accurate data for future when we only have hourly weather forecast but no actual data - because the future has not happened yet. " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "M2kbwDPBTB7A" - }, - "source": [ - "## 2 Background" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ar1BbXac49hO" - }, - "source": [ - "In this section, we take care of preliminaries: we install some packages we need, and then proceed with the Kalman filter." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "_5F5CuRqc91X" - }, - "source": [ - "### 2.1 Imports" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "K6sWUMf0c91Y" - }, - "source": [ - "We may need the pygrib package to read weather data, but pygrib requires current numpy while google colab is using an old numpy version for compatibility with tensorflow. We will upgrade numpy and restart the runtime then the notebook will need to be run again. If numpy is current, we just download and import packages we need." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "X9rvlymMZdJg" - }, - "source": [ - "### 2.2 Kalman filter" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "x5E2UE3F5gf2" - }, - "source": [ - "#### 2.2.1 Overview" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "NPgTHlCLAlA-" - }, - "source": [ - "The Kalman filter provides an estimate $u$ of the time evolution of some unknown process, called \"nature\" or \"truth\". We do not know with certainty what the nature is, but we can observe it at regular intervals (steps) with some error. In each step, model $F$ advances the model state $u$ in time, $ u \\leftarrow F(u)$, and attempts to reconcile the state with an observation $d$ of the true state, so $u \\approx d$. The filter modifies the model state $u$ to balance the uncertainty in the model and the data (this is called *analysis*) and the cycle continues. For that purpose, the filter evolves also an estimate of the uncertainly of the model.\n", - "\n", - "More generally, instead of $u \\approx d$, only a part of the state is observed, and $Hu \\approx d$ where $H$ is a matrix, or observation function. Basically, $Hu$ is what the data would be if the model was completely accurate. \n", - "\n", - "See Kalman (1960) for the original publication, Kalnay (2003) for a gentle introduction, and the [Wikipedia article](https://en.wikipedia.org/wiki/Extended_Kalman_filter)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "y6j34L5s5pEL" - }, - "source": [ - "#### 2.2.2 Formulation\n", - "\n", - "---\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "b3GZW5vP5_o8" - }, - "source": [ - "We present the Kalman filter in perhaps the most used form, as extended to nonlinear models.\n", - " Consider a discrete time model of some natural\n", - "process. At time step $k$, the model has state $u_{k}\\in\\mathbb{R}^{n}$, which\n", - "can be approximated from the previous step $u_{k-1}$ by applying the model\n", - "$\\mathcal{M}$ to get a forecast $u_{k}^{f}=\\mathcal{M}\\left( u_{k-1}\\right)\n", - "$. We model uncertainty in the model itself by adding normally distributed\n", - "noise with mean zero and covariance $Q$ to the uncertainty of $u_{k}^{f}$. We\n", - "also need to estimate now the uncertainty in the previous state $u_{k-1}$\n", - "propagates to the uncertainty of the forecast $u_{k}^{f}$. So, assume that the\n", - "model is differentiable and quantify the uncertainty of the state by a\n", - "covariance matrix. That is, assume that at step $k-1$, the state has\n", - "(approximately) normal distribution with mean $u_{k-1}$ and covariance\n", - "$P_{k-1}$. Using the Taylor expansion of order $1$ of the model operator at\n", - "$u_{k-1}$, $\\mathcal{M}\\left( u\\right) \\approx\\mathcal{M}\\left(\n", - "u_{k-1}\\right) +\\mathcal{M}^{\\prime}\\left( u_{k-1}\\right) \\left(\n", - "u-u_{k-1}\\right) $, where $\\mathcal{M}^{\\prime}\\left( u_{k-1}\\right) $ is\n", - "the Jacobian matrix of $\\mathcal{M}$ at $u_{k-1}$. It can be shown that the\n", - "forecast has then (approximately)\\ normal distribution with mean and\n", - "covariance\n", - "$$\n", - "u_{k}^{f}=\\mathcal{M}\\left( u_{k-1}\\right) ,\\ P_{k}^{f}=\\mathcal{M}\\left(\n", - "u_{k-1}\\right) P_{k-1}\\mathcal{M}^{\\prime}\\left( u_{k-1}\\right) +Q\n", - "$$\n", - "At time $k$, we also have an observation $d_{k}\\approx Hu_{k}$, where $H$ is a\n", - "given observation operator, and we want to find $u_{k}$ so that both\n", - "$$\n", - "u_{k}\\approx u_{k}^{f}\\text{ and }d_{k}\\approx Hu_{k}.\n", - "$$\n", - "We quantify the uncertainly of the error of observation $d_{k}$ by a covariance\n", - "matrix $R$: assume that the observation error has normal probability\n", - "distribution with a known covariance $R$. Then, the likelihood of state $u$ is\n", - "proportional to $e^{-\\left\\Vert d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}/2}$, where\n", - "we used the notation for the norm $\\left\\Vert v\\right\\Vert _{A}%\n", - "=\\left(v^{\\top}Av\\right)^{1/2}$ induced by a positive definite matrix $A$. Similarly, we quantify the\n", - "uncertainty of the state by a covariance matrix $P_{k}$. That is, the forecast\n", - "state has (approximately) normal distribution with mean $u_{k}^{f}$ and covariance\n", - "$P_{k}^{f}$. From the Bayes theorem of statistics, the probability distribution\n", - "of the state after taking the data into account has density\n", - "$$\n", - "p_{k}\\left( u\\right) \\propto e^\\frac{-\\left\\Vert d_{k}\n", - "-Hu\\right\\Vert_{R^{-1}}^{2}}{2}e^\\frac{-\\left\\Vert u-u_{k}^{f}\\right\\Vert _{\n", - "{P_{k}^f}^{-1} }^{2}}{2}%\n", - "$$\n", - "where $\\propto$ means proportional.\n", - "Note that the probability density at $u$ is maximal when $\\left\\Vert\n", - "d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}+\\left\\Vert u-u_{k}\\right\\Vert _{{P_{k}^{f}}^{-1}}^{2}$\n", - " is minimal, which quantifies the statement that $d_{k}\\approx\n", - "Hu_{k}$ and $u\\approx u_{k}^{f}$. By a direct computation completing the\n", - "square and using the Sherman-Morrison-Woodbury formula, \n", - "$$p_{k}\\left(\n", - "\t\tu\n", - "\t \\right) \\propto \n", - "e^{-\\frac{\n", - "\t\\left\\Vert u-u_{k\n", - "\t }\n", - "\t\\right\\Vert_\n", - "\t\t{P_{k\n", - "\t\t }^{-1}\n", - "\t\t}^{2}\n", - "\t}\n", - "\t{2}},\n", - "$$ \n", - "which is the density of the normal distribution with the mean\n", - "$$\n", - "u_{k}^{f}=u_{k}^{f}+K_{k}(d-Hu_{k}^{f}),\\ \\text{where }K_{k}=P_{k}%\n", - "^{f}H^{\\mathrm{T}}(HP_{k}^{f}H^{\\mathrm{T}}+R)^{-1}%\n", - "$$\n", - "and covariance\n", - "$$\n", - "P_{k}=\\left( \\left( P_{k}^{f}\\right) ^{-1}+H^{\\mathrm{T}}R^{-1}H\\right)\n", - "^{-1}=(I-KH)P_{k}^{f}.\n", - "$$\n", - "\n", - "These are the equations of the extended Kalman filter. The original Kalman (1960) filter was\n", - "formulated for a linear process. The extension to the\n", - "nonlinear case made broad array of applications possible, including the Apollo spacecraft naviation (McGee and Schmidt, 1966), and is\n", - "still a de-facto standard in navigation and GPS.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "id": "-bvUtJ_OLwQA" - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "def ext_kf(u,P,F,Q=0,d=None,H=None,R=None):\n", - " \"\"\"\n", - " One step of the extended Kalman filter. \n", - " If there is no data, only advance in time.\n", - " :param u: the state vector, shape n\n", - " :param P: the state covariance, shape (n,n)\n", - " :param F: the model function, args vector u, returns F(u) and Jacobian J(u)\n", - " :param Q: the process model noise covariance, shape (n,n)\n", - " :param d: data vector, shape (m). If none, only advance in time\n", - " :param H: observation matrix, shape (m,n)\n", - " :param R: data error covariance, shape (n,n)\n", - " :return ua: the analysis state vector, shape (n)\n", - " :return Pa: the analysis covariance matrix, shape (n,n)\n", - " \"\"\"\n", - " def d2(a):\n", - " return np.atleast_2d(a) # convert to at least 2d array\n", - "\n", - " def d1(a):\n", - " return np.atleast_1d(a) # convert to at least 1d array\n", - "\n", - " # forecast\n", - " uf, J = F(u) # advance the model state in time and get the Jacobian\n", - " uf = d1(uf) # if scalar, make state a 1D array\n", - " J = d2(J) # if scalar, make jacobian a 2D array\n", - " P = d2(P) # if scalar, make Jacobian as 2D array\n", - " Pf = d2(J.T @ P) @ J + Q # advance the state covariance Pf = J' * P * J + Q\n", - " # analysis\n", - " if d is None or not d.size : # no data, no analysis\n", - " return uf, Pf\n", - " # K = P H' * inverse(H * P * H' + R) = (inverse(H * P * H' + R)*(H P))'\n", - " H = d2(H)\n", - " HP = d2(H @ P) # precompute a part used twice \n", - " K = d2(np.linalg.solve( d2(HP @ H.T) + R, HP)).T # Kalman gain\n", - " # print('H',H)\n", - " # print('K',K)\n", - " res = d1(H @ d1(uf) - d) # res = H*uf - d\n", - " ua = uf - K @ res # analysis mean uf - K*res\n", - " Pa = Pf - K @ d2(H @ P) # analysis covariance\n", - " return ua, d2(Pa)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Uvsbbv2XZ2Hd" - }, - "source": [ - "#### 2.2.3 A Kalman filter tester" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "gcmGBqPOU1e5" - }, - "source": [ - "It is a very good idea to make write a simple tester for every piece of code. How else would we know it actually works, and that something basic did not get broken inadvertently, perhaps as a side effect of changing something else? A simple tester may save a great deal of time trying to debug cryptic errors later. And, what better place for a tester that right after the code it is testing so that it gets run every time?" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "id": "OsOqvQk6ZXZV" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ua= [ 5 11]\n", - "Pa= [[15 18]\n", - " [18 25]]\n", - "ua= [4.66666667 7.66666667]\n", - "Pa= [[13.93333333 18.73333333]\n", - " [18.73333333 23.93333333]]\n" - ] - } - ], - "source": [ - "# a basic ext_kf test\n", - "import numpy as np\n", - "u = [1,\n", - " 2]\n", - "P = [[2 , -1],\n", - " [-1 , 2]]\n", - "A = [ [1 ,2],\n", - " [3 ,4]]\n", - "u = np.array(u) \n", - "Q = np.array([[1,0],[0,1]])\n", - "A = np.array(A)\n", - "def fun(u):\n", - " return A @ u, A\n", - "F = lambda u: fun(u)\n", - "H = [[1, 0],\n", - " [0, 1]]\n", - "d = [2,\n", - " 3]\n", - "R = [[2, 0],\n", - " [0, 2]]\n", - "H = np.array(H) \n", - "d = np.array(d)\n", - "R = np.array(R)\n", - "ua,Pa = ext_kf(u,P,F,Q)\n", - "print('ua=',ua)\n", - "print('Pa=',Pa)\n", - "ua,Pa = ext_kf(u,P,F,Q,d,H,R)\n", - "print('ua=',ua)\n", - "print('Pa=',Pa)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "A9ZpmNcdRpmp" - }, - "source": [ - "### 2.3 Fuel moisture models\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "eZL8gN7ISGVh" - }, - "source": [ - "#### 2.3.1 A simple fuel moisture model" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "1XvOC4kYSQgH" - }, - "source": [ - "First consider a simplified fuel moisture model without considering the effect of rain.\n", - "The evolution of fuel moisture content $m(t)$ is modeled by the time-lag differential equation on interval $\\left[\n", - "t_{0},t_{1}\\right] $,\n", - "$$\n", - "\\frac{dm}{dt}=\\frac{E-m(t)}{T},\\quad m(t_{0})=m_{0}.\n", - "$$\n", - "where the initial fuel moisture content $m_{0}=m\\left( t_{0}\\right) $ is the\n", - "input, and $m_{1}=m(t_{1})$ is the output. Tnus, $m_1=F(m_0)$. The parameters of the model are the\n", - "fuel moisture equilibrium $E$, assumed to be constant over the interval $\\left[\n", - "t_{0},t_{1}\\right] $, NS the characteristic decay time $T$. \n", - "\n", - "We can build the general model later by calling this simple model with different\n", - "equilibria and time constants (drying, wetting, rain).\n", - "\n", - "Since $E$ is constant in time, the solution can be found\n", - "analytically,\n", - "$$\n", - "m\\left( t\\right) =E+\\left( m_{0}-E\\right) e^{-t/T}%\n", - "$$\n", - "For convenience, we use $T_{1}=1/T$ instead of $T$, and the model becomes\n", - "$$\n", - "m_{1}=E+\\left( m_{0}-E\\right) e^{-\\left( t_{1}-t_{0}\\right) T_{1}}%\n", - "$$\n", - "In the extended Kalman filter, we will need the partial derivatives of $m_{1}$\n", - "with respect to the input and the parameters. Compute\n", - "$$\n", - "\\frac{dm_{1}}{d_{m0}}=e^{-\\left( t_{1}-t_{0}\\right) T_{1}}\n", - "$$\n", - "$$\n", - "\\frac{dm_{1}}{dE}=1-e^{-\\left( t_{1}-t_{0}\\right) T_{1}}\n", - "$$\n", - "$$\n", - "\\frac{dm_{1}}{dT_{1}}=-\\left( m_{0}-E\\right) \\left( t_{1}-t_{0}\\right)\n", - "e^{-\\left( t_{1}-t_{0}\\right) T_{1}}\n", - "$$\n", - "At the moment, we need only ${dm_{1}}/{dm_{0}}$ but we put in the code all partials for possible use in future.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "id": "wuVIAGLiSeR8" - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "def model_decay(m0,E,partials=0,T1=0.1,tlen=1): \n", - " # Arguments: \n", - " # m0 fuel moisture content at start dimensionless, unit (1)\n", - " # E fuel moisture eqilibrium (1)\n", - " # partials=0: return m1 = fuel moisture contents after time tlen (1)\n", - " # =1: return m1, dm0/dm0 \n", - " # =2: return m1, dm1/dm0, dm1/dE\n", - " # =3: return m1, dm1/dm0, dm1/dE dm1/dT1 \n", - " # T1 1/T, where T is the time constant approaching the equilibrium\n", - " # default 0.1/hour\n", - " # tlen the time interval length, default 1 hour\n", - "\n", - " exp_t = np.exp(-tlen*T1) # compute this subexpression only once\n", - " m1 = E + (m0 - E)*exp_t # the solution at end\n", - " if partials==0:\n", - " return m1\n", - " dm1_dm0 = exp_t\n", - " if partials==1:\n", - " return m1, dm1_dm0 # return value and Jacobian\n", - " dm1_dE = 1 - exp_t \n", - " if partials==2:\n", - " return m1, dm1_dm0, dm1_dE \n", - " dm1_dT1 = -(m0 - E)*tlen*exp_t # partial derivative dm1 / dT1\n", - " if partials==3:\n", - " return m1, dm1_dm0, dm1_dE, dm1_dT1 # return value and all partial derivatives wrt m1 and parameters\n", - " raise('Bad arg partials')\n", - " " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "dOARZlj-RUCi" - }, - "source": [ - "#### 2.3.2 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "AJp6FTpTSx5B" - }, - "source": [ - "Here is a little more realistic fuel moisture model from Mandel et al. (2004). A rain-wetting lag time $t_{\\mathrm{r}}$ is reached for heavy rain only\n", - "asymptotically, when the rain intensity $r$ (mm/h) is\n", - "large:\n", - "$$\n", - "\\frac{\\mathrm{d}m}{\\mathrm{d}t}=\\frac{S-m}{t_{\\mathrm{r}}}\\left(1-\\exp\\left(-\\frac{r-r_0}{r_{\\mathrm{s}}}\n", - "\\right) \\right),\\ \\text{if}\\ r>r_0, \n", - "$$\n", - "where $r_0$ is the threshold rain intensity below which no perceptible\n", - "wetting occurs, and $r_{\\mathrm{s}}$ is the saturation rain\n", - "intensity. At the saturation rain intensity, $1-1/e\\approx 0.63$ of\n", - "the maximal rain-wetting rate is achieved. For 10h fuel, the model takes $S=250\\,{\\%}$,\n", - "$t_{\\mathrm{r}}=14$h, $r_0=0.05$mm/h and\n", - "$r_{\\mathrm{s}}=8$mm/h. " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "id": "ITsKE0psRblG" - }, - "outputs": [], - "source": [ - "### Define model function with drying, wetting, and rain equilibria\n", - "\n", - "# Parameters\n", - "r0 = 0.05 # threshold rainfall [mm/h]\n", - "rs = 8.0 # saturation rain intensity [mm/h]\n", - "Tr = 14.0 # time constant for rain wetting model [h]\n", - "S = 250 # saturation intensity [dimensionless]\n", - "T = 10.0 # time constant for wetting/drying\n", - "\n", - "def model_moisture(m0,Eqd,Eqw,r,t,partials=0,T=10.0,tlen=1.0):\n", - " # arguments:\n", - " # m0 starting fuel moistureb (%s\n", - " # Eqd drying equilibrium (%) \n", - " # Eqw wetting equilibrium (%)\n", - " # r rain intensity (mm/h)\n", - " # t time\n", - " # partials = 0, 1, 2\n", - " # returns: same as model_decay\n", - " # if partials==0: m1 = fuel moisture contents after time 1 hour\n", - " # ==1: m1, dm1/dm0 \n", - " # ==2: m1, dm1/dm0, dm1/dE \n", - " \n", - " if r > r0:\n", - " # print('raining')\n", - " E = S\n", - " T1 = (1.0 - np.exp(- (r - r0) / rs)) / Tr\n", - " elif m0 <= Eqw: \n", - " # print('wetting')\n", - " E=Eqw\n", - " T1 = 1.0/T\n", - " elif m0 >= Eqd:\n", - " # print('drying')\n", - " E=Eqd\n", - " T1 = 1.0/T\n", - " else: # no change'\n", - " E = m0\n", - " T1=0.0\n", - " exp_t = np.exp(-tlen*T1)\n", - " m1 = E + (m0 - E)*exp_t \n", - " dm1_dm0 = exp_t\n", - " dm1_dE = 1 - exp_t\n", - " #if t>=933 and t < 940:\n", - " # print('t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE',\n", - " # t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE) \n", - " if partials==0: \n", - " return m1\n", - " if partials==1:\n", - " return m1, dm1_dm0\n", - " if partials==2:\n", - " return m1, dm1_dm0, dm1_dE\n", - " raise('bad partials')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "JDLU3B_jV42l" - }, - "source": [ - "## 3. Methods" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "hLPJT3FcA2a7" - }, - "source": [ - "### 3.1 Kalman filter demonstration on the simple model" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kIA3X8vluFdd" - }, - "source": [ - "We demonstrate the Kalman filter for this model on a simple artificial example. The model is solving the differential equation for one hour. The equilibrium $E$ is constant during the hour, but it changes over the day so that it is higher at night and lower during the day, with a 24-hour period. First, we create the \"truth\" by choosing the equilibrium $E$ and solving the differential aquation every hour, with a small additive noise. The synthetic data is obtained as the values of the \"truth\", with random noise to simulate observation error." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "bBv10PTiChhm" - }, - "source": [ - "#### 3.1.1 Creating synthetic data" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "my6nnrk1iQo8" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "id": "-_pz-wXnCMnP" - }, - "outputs": [], - "source": [ - "def create_synthetic_data(days=20,power=4,data_noise=0.02,process_noise=0.0,DeltaE=0.0):\n", - " import numpy as np, random\n", - " hours = days*24\n", - " h2 = int(hours/2)\n", - " hour = np.array(range(hours))\n", - " day = np.array(range(hours))/24.\n", - "\n", - " # artificial equilibrium data\n", - " E = np.power(np.sin(np.pi*day),4) # diurnal curve\n", - " E = 0.05+0.25*E\n", - " # FMC free run\n", - " m_f = np.zeros(hours)\n", - " m_f[0] = 0.1 # initial FMC\n", - " process_noise=0.\n", - " for t in range(hours-1):\n", - " m_f[t+1] = max(0.,model_decay(m_f[t],E[t]) + random.gauss(0,process_noise) )\n", - " data = m_f + np.random.normal(loc=0,scale=data_noise,size=hours)\n", - " E = E + DeltaE \n", - "\n", - " %matplotlib inline\n", - " import matplotlib.pyplot as plt \n", - " # fig1, ax1 = plt.subplots()\n", - "\n", - " plt.figure(figsize=(16,4))\n", - " plt.plot(hour,E,linestyle='--',c='r',label='Equilibrium')\n", - " plt.plot(hour,m_f,linestyle='-',c='k',label='10-h fuel truth')\n", - " plt.scatter(hour[:h2],data[:h2],c='b',label='10-h fuel data')\n", - " plt.title('Synthetic data')\n", - " plt.xlabel('Time (hours)')\n", - " plt.ylabel('Fuel moisture content (%)')\n", - " plt.legend()\n", - " return E,m_f,data,hour,h2,DeltaE\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "id": "GfRxLp4HkcVz" - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.01,process_noise=0.0,DeltaE=0.0) " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "z-3WLAEpD2yJ" - }, - "source": [ - "#### 3.1.2 Running the Kalman filter" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "T4g-RrrYAlBD" - }, - "source": [ - "We have used the same code for model and for the truth, and run the Kalman filter for 10 days. The graph below shows that the model state was remarkably close to the truth, even if the model is fed only noisy observations. This is because the dynamics of the model and of the truth are the same. After 10 days, we let the model continue without any new data to simulate forecasting the future, and the agreement with the truth was still very good." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "id": "_-CjONZkD18n" - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt \n", - "\n", - "# using global E, m_f\n", - "\n", - "def plot_m(m,Ec=None,title=None,): # global hour\n", - " hours=hour.shape[0]\n", - " %matplotlib inline\n", - " plt.figure(figsize=(16,4))\n", - " plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n", - " # print(len(hour),len(m_f))\n", - " plt.plot(hour,m_f,linestyle='-',c='b',label='m_f=10-h fuel truth')\n", - " plt.scatter(hour[:h2],data[:h2],c='b',label='data=10-h fuel data')\n", - " if m is not None:\n", - " plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n", - " plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n", - " if Ec is not None:\n", - " plt.plot(hour,Ec,linestyle='-',c='g',label='Ec=Equilibrium correction')\n", - " if title is not None:\n", - " plt.title(title) \n", - " else:\n", - " plt.title('Kalman filtering and forecast on artificial data')\n", - " plt.xlabel('Time (hours)') \n", - " plt.ylabel('Fuel moisture content (%)')\n", - " plt.legend()\n", - "\n", - "def kf_example(DeltaE):\n", - " hours=hour.shape[0]\n", - " m = np.zeros(hours)\n", - " m[0]=0.1 # background state \n", - " P = np.zeros(hours)\n", - " P[0] = 0.03 # background state variance\n", - " Q = np.array([0.02]) # process noise variance\n", - " H = np.array([1.]) # all observed\n", - " R = np.array([0.02]) # data variance\n", - "\n", - " for t in range(h2):\n", - " # use lambda construction to pass additional arguments to the model \n", - " m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1),Q,\n", - " d=data[t],H=H,R=R)\n", - " for t in range(h2,hours - 1):\n", - " m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1))\n", - " return m, P\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "id": "d0EFhTPZAlBD", - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "DeltaE = 0.0 # bias\n", - "m, P = kf_example(DeltaE)\n", - "plot_m(m)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "vqyB2Yz3uCsD" - }, - "source": [ - "We have recovered the fuel moisture from data with random noise - we **filtered** the noise out. " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Dl7pBZ9B3Nox" - }, - "source": [ - "Let's have a look at the evolution of the filter's estimate of the variance $P$. A common problem with the Kalman filter is when the variance converges to zero over time, then, since the filter trusts the model too much, it ignores the observations. Of course, once we switch to forecasting mode, the variance is not of interest. We could keep evolving the variance to bridge over periods when there are no observations, but not in this simplified version." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "id": "wRJgbmGLc91g" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(P,linestyle='-',c='b',label='Estimated state variance P')\n", - "plt.title('Kalman filtering and forecast on artificial data')\n", - "plt.xlabel('Time (hours)') \n", - "plt.ylabel('Estimated variance of fuel moisture (%^2)')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Ccr-uKbmAlBE" - }, - "source": [ - "Now what if the model is wrong - different from nature? That is always so in reality. Now suppose that the model and the truth are not the same. That is always the case in reality. Consider a simple case when the model thinks that the equilibrium $E$ is too high." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "id": "spMdGW8oAlBE" - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "DeltaE = -0.05\n", - "m, P = kf_example(DeltaE)\n", - "plot_m(m)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "id": "Z_INvPNGCmM2" - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "DeltaE = 0.05\n", - "m, P = kf_example(DeltaE)\n", - "plot_m(m)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "DQeF7J8T4j2i" - }, - "source": [ - "We have found a good estimate of the state $m$, while data is available. Also, the estimated state variance $P$ converges with time - we have *learned* the variance that balances the noise. But for forecasting fuel moisture, we need to continue the fuel moisture model into the future, and we can't have any measurements from future. We only have the equilibrium from weather forecast. And the forecast and the truth disagree - as soon as there is no data to attract the simulation, the model is doing its own thing." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "-WMWCDz4DX45" - }, - "source": [ - "#### 3.2 Model with an augmented state" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jivOYEhiXMi5" - }, - "source": [ - "In reality, the equilibrium moisture $E$ computed from atmospheric conditions\n", - "generally does not agree with the data. We want to add a correction $\\Delta\n", - "E$ to $E$ constant in time, and identify the new parameter $\\Delta E$ from data. \n", - "Because the Kalman filter identifies state, add the parameter to the state.\n", - "Define augmented state $u=\\left[\n", - "\\begin{array}\n", - "[c]{c}\n", - "m\\\\\n", - "\\Delta E\n", - "\\end{array}\n", - "\\right] .$ Since $\\Delta E$ is constant in time, it satisfies the\n", - "differential equation $\\frac{d\\Delta E}{dt}=0.$ So, we want to estimate the\n", - "state $u$ governed by the\n", - "$$\n", - "\\frac{d}{dt}\\left[\n", - "\\begin{array}\n", - "[c]{c}\n", - "m\\\\\n", - "\\Delta E\n", - "\\end{array}\n", - "\\right] =\\left[\n", - "\\begin{array}\n", - "[c]{c}\n", - "\\frac{E+\\Delta E-m(t)}{T}\\\\\n", - "0\n", - "\\end{array}\n", - "\\right] ,\n", - "$$\n", - "which we write as $\\frac{du}{dt}=F(u),$ where\n", - "$$\n", - "F(u)=\\left[\n", - "\\begin{array}\n", - "[c]{c}\n", - "F_{1}\\left( u\\right) \\\\\n", - "F_{2}\\left( u\\right)\n", - "\\end{array}\n", - "\\right] =F\\left( \\left[\n", - "\\begin{array}\n", - "[c]{c}\n", - "m\\\\\n", - "\\Delta E\n", - "\\end{array}\n", - "\\right] \\right) =\\left[\n", - "\\begin{array}\n", - "[c]{c}\n", - "\\left( E+\\Delta E-m(t)\\right) T_{1}\\\\\n", - "0\n", - "\\end{array}\n", - "\\right] ,\\quad T_{1}=\\frac{1}{T}.\n", - "$$\n", - "The Jacobian of $F$ is\n", - "$$\n", - "\\left[\n", - "\\begin{array}\n", - "[c]{cc}\n", - "\\frac{\\partial F_{1}}{\\partial u_{1}} & \\frac{\\partial F_{1}}{\\partial u_{2}\n", - "}\\\\\n", - "\\frac{\\partial F_{2}}{\\partial u_{1}} & \\frac{\\partial F_{2}}{\\partial u_{2}}\n", - "\\end{array}\n", - "\\right] =\\left[\n", - "\\begin{array}\n", - "[c]{cc}\n", - "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n", - "\\frac{\\partial\\Delta E}{\\partial m_{0}} & \\frac{\\partial\\Delta E}\n", - "{\\partial\\Delta E}\n", - "\\end{array}\n", - "\\right] =\\left[\n", - "\\begin{array}\n", - "[c]{cc}\n", - "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n", - "0 & 1\n", - "\\end{array}\n", - "\\right]\n", - "$$\n", - "Here is a function that implements the augmented model $F$. The input is\n", - "$u_{0}$. The output is $u_{1}$ and the Jacobian $du_{1}/du_{0}$." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "MJ1C_1Omc91s" - }, - "source": [ - "\n", - "Define augmented model function. Also, add use drying, wetting, and rain equilibria" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "id": "GHtAaGp9WSHT" - }, - "outputs": [], - "source": [ - "def model_augmented(u0,Ed,Ew,r,t):\n", - " # state u is the vector [m,dE] with dE correction to equilibria Ed and Ew at t\n", - " # \n", - " m0, Ec = u0 # decompose state u0\n", - " # reuse model_moisture(m0,Eqd,Eqw,r,partials=0):\n", - " # arguments:\n", - " # m0 starting fuel moistureb (1)\n", - " # Ed drying equilibrium (1) \n", - " # Ew wetting equilibrium (1)\n", - " # r rain intensity (mm/h)\n", - " # partials = 0, 1, 2\n", - " # returns: same as model_decay\n", - " # if partials==0: m1 = fuel moisture contents after time 1 hour\n", - " # ==1: m1, dm0/dm0 \n", - " # ==2: m1, dm1/dm0, dm1/dE \n", - " m1, dm1_dm0, dm1_dE = model_moisture(m0,Ed + Ec, Ew + Ec, r, t, partials=2)\n", - " u1 = np.array([m1,Ec]) # dE is just copied\n", - " J = np.array([[dm1_dm0, dm1_dE],\n", - " [0. , 1.]])\n", - " return u1, J" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "id": "1No3g6HyAEh_" - }, - "outputs": [], - "source": [ - "def run_augmented_kf(d,Ed,Ew,rain,h2,hours):\n", - " u = np.zeros((2,hours))\n", - " u[:,0]=[0.1,0.0] # initialize,background state \n", - " P = np.zeros((2,2,hours))\n", - " P[:,:,0] = np.array([[1e-3, 0.],\n", - " [0., 1e-3]]) # background state covariance\n", - " Q = np.array([[1e-3, 0.],\n", - " [0, 1e-3]]) # process noise covariance\n", - " H = np.array([[1., 0.]]) # first component observed\n", - " R = np.array([1e-3]) # data variance\n", - "\n", - " # ext_kf(u,P,F,Q=0,d=None,H=None,R=None) returns ua, Pa\n", - "\n", - " # print('initial u=',u,'P=',P)\n", - " # print('Q=',Q,'H=',H,'R=',R)\n", - "\n", - " for t in range(1,h2):\n", - " # use lambda construction to pass additional arguments to the model \n", - " u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n", - " lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n", - " Q,d[t],H=H,R=R)\n", - " # print('time',t,'data',d[t],'filtered',u[0,t],'Ec',u[1,t])\n", - " for t in range(h2,hours):\n", - " u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n", - " lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n", - " Q*0.0)\n", - " # print('time',t,'data',d[t],'forecast',u[0,t],'Ec',u[1,t])\n", - " return u" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "id": "9vUv1Uc5OfPI" - }, - "outputs": [], - "source": [ - "def augmented_example(DeltaE):\n", - " hours=hour.shape[0]\n", - " h2 = int(hours/2)\n", - " m, Ec = run_augmented_kf(data,E+DeltaE,E+DeltaE,0*E,h2,hours) # data, E, hours are global\n", - " return m, Ec" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "id": "QQnRlereDHbf" - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "m, Ec=augmented_example(0.1)\n", - "plot_m(m, Ec)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "id": "ZOC6bplsIRCx" - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "m, Ec=augmented_example(0.0)\n", - "plot_m(m, Ec)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "id": "xuMx41fXIejB" - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "m, Ec=augmented_example(-0.1)\n", - "plot_m(m, Ec)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ejlc1sbENm6R" - }, - "source": [ - "## From Kalman filter to neural networks" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "6zeGArbmNkAW" - }, - "source": [ - "In the Kalman filter, at each time step $k$,\n", - "\n", - "* the input state is $u_{k-1}$ size $n$ and its covariance matrix $P_{k-1}$ size $n \\times n$.\n", - "* the model is applied to external data $e_k$ and the input $u_{k-1},P_{k-1}$ produce the forecast $u_k^f$ and its covariance $P^f_k$\n", - "* the new state $u_k$ is found by minimizing $|| u^f_k - u_k||^2_{P^f_k} + ||H u_k - d_k||^2_{R}$ \n", - "* the new state covariance is $P_k = ( (P^f_k)^{-1} + H^\\top R^{-1} H)^{-1}$.\n", - "\n", - "Here, the state consists of \n", - "* the fuel moisture and the adjustment to the equilibrium, dimension 2\n", - "* the covariance matrix of vector of dimension 2, which is symmetric $2 \\times 2$ matrix, given by 3 numbers because it is symmetric\n", - "Thus, the dimension of the state is 2 + 3 = 5. The first component of the state, the fuel moisture, is the quantity of interest, the rest are auxiliary.\n", - "\n", - "\n", - "This can be understood as:\n", - "\n", - "* a mapping $M$ of the 5-dimensional hidden and external data state to a new hidden state:\n", - "$$M:(u_{k-1},P_{k-1},e_k) \\mapsto (u_{k},P_{k})$$\n", - "* retrieving the output (the quantity of interest) as the first component of the hiddent state\n", - "* feeding the hiddent state back to the mapping $M$ for the next step $k+1$\n", - "* training consists of fitting the hidden state to minimize a loss function\n", - "$$\\ell(u_{k},P_{k},d_k,R_k) \\to \\min$$\n", - "\n", - "Note that in the augmented Kalman filter above, the mapping $M$ is fixed and it has a one component of the hidden state as a parameter. To get a better fit, we could increase the number of parameters, e.g., by modeling the moisture in multiple layers, as in van der Kamp et al. (2017) two-layer model.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "fk72YB2mjuGk" - }, - "source": [ - "Building and evaluating RNN" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "svt8wUAsSA67" - }, - "source": [ - "A recurrent neural network (RNN) has a similar information flow but it can be more flexible and look for the best model automatically, i.e., build the model from data. \n", - "\n", - "We'll start by how to evaluate the map, then actually create it later.\n", - "\n", - "Some of the code is from https://machinelearningmastery.com/understanding-simple-recurrent-neural-networks-in-keras/\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "id": "H3RTQCDG9q-4" - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-01-08 20:05:29.836530: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import tensorflow as tf\n", - "from keras.models import Sequential\n", - "from keras.layers import Dense, SimpleRNN\n", - "from keras.utils.vis_utils import plot_model\n", - "from sklearn.preprocessing import MinMaxScaler\n", - "from sklearn.metrics import mean_squared_error\n", - "import math\n", - "import matplotlib.pyplot as plt\n", - "import tensorflow as tf\n", - "import keras.backend as K" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "id": "pcIU5lWhVEAy" - }, - "outputs": [], - "source": [ - "def create_RNN(hidden_units, dense_units, input_shape, activation):\n", - " inputs = tf.keras.Input(shape=input_shape)\n", - " # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n", - " # inputs2 = K.print_tensor(inputs, message='inputs = ') # change allso inputs to inputs2 below, must be used\n", - " x = tf.keras.layers.SimpleRNN(hidden_units, input_shape=input_shape,\n", - " activation=activation[0])(inputs)\n", - " outputs = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n", - " model = tf.keras.Model(inputs=inputs, outputs=outputs)\n", - " model.compile(loss='mean_squared_error', optimizer='adam')\n", - " return model" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "id": "lphzeucMfI7L" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"model\"\n", - "_________________________________________________________________\n", - " Layer (type) Output Shape Param # \n", - "=================================================================\n", - " input_1 (InputLayer) [(None, 3, 2)] 0 \n", - " \n", - " simple_rnn (SimpleRNN) (None, 5) 40 \n", - " \n", - " dense (Dense) (None, 1) 6 \n", - " \n", - "=================================================================\n", - "Total params: 46\n", - "Trainable params: 46\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n", - "None\n", - "0 : wx shape= (2, 5)\n", - "1 : wh shape= (5, 5)\n", - "2 : bh shape= (5,)\n", - "3 : wy shape= (5, 1)\n", - "4 : by shape= (1,)\n", - "You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) for plot_model to work.\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-01-08 20:05:35.366289: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" - ] - } - ], - "source": [ - "# Demo example\n", - "hidden=5\n", - "features=2\n", - "timesteps=3\n", - "demo_model = create_RNN(hidden_units=hidden, dense_units=1, \n", - " input_shape=(timesteps,features), \n", - " activation=['linear', 'linear'])\n", - "print(demo_model.summary())\n", - "w = demo_model.get_weights()\n", - "#print(len(w),' weight arrays:',w)\n", - "wname=('wx','wh','bh','wy','by','wz','bz')\n", - "for i in range(len(w)):\n", - " print(i,':',wname[i],'shape=',w[i].shape)\n", - "wx, wh, bh, wy, by = w\n", - "plot_model(demo_model, to_file='model_plot.png', \n", - " show_shapes=True, show_layer_names=True,\n", - " expand_nested=True,)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "uFVQdXL0fODX" - }, - "source": [ - "The input layer here is just a formality. The input of the hidden layer `simple_rnn` consist of vector passed by the input layer, followed by its own output from the previous time step.\n", - "\n", - "Now let’s do a simple experiment to see how the layers from a SimpleRNN and Dense layer produce an output. Keep this figure in view.\n", - "" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "TcxvQPo1hYip" - }, - "source": [ - "We’ll input x for three time steps and let the network generate an output. The values of the hidden units at time steps 1, 2 and 3 will be computed. $h(0)$ is initialized to the zero vector. The output $o(3)$ is computed from $h(3)$ and $w(3)$. An activation function is linear, $f(x)=x$, so the update of $h(k)$ and the output $o(k)$ are given by\n", - "\\begin{align*}\n", - "h\\left( 0\\right) = &0 \\\\\n", - "h\\left( k+1\\right) =& \n", - "x\\left( k\\right) w_{x}\n", - " +h(k) w_{h} + b_{h}\\\\\n", - "o(k+1)=& h(k+1)w_{y} + b_y\n", - "\\end{align*}" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "id": "fqL5TEfpml7q" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "test input x= tf.Tensor(\n", - "[[[ 0 1]\n", - " [ 2 3]\n", - " [ 4 5]]\n", - "\n", - " [[ 6 7]\n", - " [ 8 9]\n", - " [10 11]]\n", - "\n", - " [[12 13]\n", - " [14 15]\n", - " [16 17]]\n", - "\n", - " [[18 19]\n", - " [20 21]\n", - " [22 23]]], shape=(4, 3, 2), dtype=int32)\n", - "model.predict start\n", - "1/1 [==============================] - 0s 386ms/step\n", - "model.predict end\n", - "Prediction from network [[ 7.396839]\n", - " [16.482906]\n", - " [25.568975]\n", - " [34.655037]]\n", - "Prediction from our computation [[ 7.39683935]\n", - " [16.48290525]\n", - " [25.56897115]\n", - " [34.65503705]]\n" - ] - } - ], - "source": [ - "# Reshape the input to sample_size x time_steps x features \n", - "samples=4 # number of samples\n", - "x = tf.reshape(tf.range(samples*timesteps*features),[samples,timesteps,features]) \n", - "print('test input x=',x)\n", - "print('model.predict start')\n", - "y_pred_model = demo_model.predict(x)\n", - "print('model.predict end')\n", - "\n", - "o3=np.zeros([samples,1])\n", - "for i in range(samples):\n", - " h_0 = np.zeros(hidden)\n", - " h_1 = np.dot(x[i,0,:], wx) + np.dot(h_0,wh) + bh\n", - " h_2 = np.dot(x[i,1,:], wx) + np.dot(h_1,wh) + bh\n", - " h_3 = np.dot(x[i,2,:], wx) + np.dot(h_2,wh) + bh\n", - " o3[i,0] = np.dot(h_3, wy) + by\n", - "#print('h1 = ', h_1,'h2 = ', h_2,'h3 = ', h_3)\n", - "\n", - "print(\"Prediction from network \", y_pred_model)\n", - "print(\"Prediction from our computation \", o3)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "6qdqOFCvhQL1" - }, - "source": [ - "The result is the same." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "AkyiGlZF0WrM" - }, - "source": [ - "#### Training and forecasting with the RNN" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "e265QFwlw22_" - }, - "source": [ - "We are given a sequence `x` of inputs size `[train_steps+forecast_steps,features]` and want to train a model so that at step `i` in `range(train_steps)`, the model returns close to `features[i,:]`. The trained model then returns for `i` in `range(train_steps,train_steps+forecast_steps)` a forecast `features[i,:]`." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "id": "owX7OTg-RnMA" - }, - "outputs": [], - "source": [ - "def staircase(x,y,timesteps,trainsteps,return_sequences=False):\n", - " # x [trainsteps+forecaststeps,features] all inputs\n", - " # y [trainsteps,outputs]\n", - " # timesteps: split x and y into samples length timesteps, shifted by 1\n", - " # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n", - " print('shape x = ',x.shape)\n", - " print('shape y = ',y.shape)\n", - " print('timesteps=',timesteps)\n", - " print('trainsteps=',trainsteps)\n", - " outputs = y.shape[1]\n", - " features = x.shape[1]\n", - " forecaststeps = x.shape[0]-trainsteps\n", - " samples = trainsteps-timesteps+1\n", - " print('staircase: samples=',samples,'timesteps=',timesteps,'features=',features)\n", - " x_train = np.empty([samples, timesteps, features])\n", - " print('return_sequences=',return_sequences)\n", - " if return_sequences:\n", - " print('returning all timesteps in a sample')\n", - " y_train = np.empty([samples, timesteps, outputs]) # all\n", - " for i in range(samples):\n", - " for k in range(timesteps):\n", - " for j in range(features):\n", - " x_train[i,k,j] = x[i+k,j]\n", - " for j in range(outputs):\n", - " y_train[i,k,j] = y[i+k,j]\n", - " else:\n", - " print('returning only the last timestep in a sample')\n", - " y_train = np.empty([samples, outputs])\n", - " for i in range(samples):\n", - " for j in range(features):\n", - " for k in range(timesteps):\n", - " x_train[i,k,j] = x[i+k,j]\n", - " for j in range(outputs):\n", - " y_train[i,j] = y[i+timesteps-1,j]\n", - "\n", - " return x_train, y_train" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "id": "FzOotSFf-tPR" - }, - "outputs": [], - "source": [ - "def seq2batches(x,y,timesteps,trainsteps):\n", - " # x [trainsteps+forecaststeps,features] all inputs\n", - " # y [trainsteps,outputs]\n", - " # timesteps: split x and y into samples length timesteps, shifted by 1\n", - " # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n", - " print('shape x = ',x.shape)\n", - " print('shape y = ',y.shape)\n", - " print('timesteps=',timesteps)\n", - " print('trainsteps=',trainsteps)\n", - " outputs = y.shape[1]\n", - " features = x.shape[1]\n", - " samples= trainsteps - timesteps + 1\n", - " print('samples=',samples)\n", - " x_train = np.empty([samples, timesteps, features])\n", - " y_train = np.empty([samples, timesteps, outputs]) # only the last\n", - " print('samples=',samples,' timesteps=',timesteps,\n", - " ' features=',features,' outputs=',outputs)\n", - " for i in range(samples):\n", - " for k in range(timesteps):\n", - " for j in range(features):\n", - " x_train[i,k,j] = x[i+k,j]\n", - " for j in range(outputs):\n", - " y_train[i,k,j] = y[i+k,j] # return sequences\n", - " return x_train, y_train" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "id": "Kg7wSrkk-HrE" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "test preprocessing for RNN\n", - "x= tf.Tensor(\n", - "[[0]\n", - " [1]\n", - " [2]\n", - " [3]\n", - " [4]], shape=(5, 1), dtype=int32)\n", - "y= tf.Tensor(\n", - "[[0]\n", - " [1]\n", - " [2]\n", - " [3]\n", - " [4]], shape=(5, 1), dtype=int32)\n", - "shape x = (5, 1)\n", - "shape y = (5, 1)\n", - "timesteps= 3\n", - "trainsteps= 5\n", - "staircase: samples= 3 timesteps= 3 features= 1\n", - "return_sequences= False\n", - "returning only the last timestep in a sample\n", - "x_train= [[[0.]\n", - " [1.]\n", - " [2.]]\n", - "\n", - " [[1.]\n", - " [2.]\n", - " [3.]]\n", - "\n", - " [[2.]\n", - " [3.]\n", - " [4.]]]\n", - "y_train= [[2.]\n", - " [3.]\n", - " [4.]]\n", - "shape x = (5, 1)\n", - "shape y = (5, 1)\n", - "timesteps= 3\n", - "trainsteps= 5\n", - "samples= 3\n", - "samples= 3 timesteps= 3 features= 1 outputs= 1\n", - "x_train= [[[0.]\n", - " [1.]\n", - " [2.]]\n", - "\n", - " [[1.]\n", - " [2.]\n", - " [3.]]\n", - "\n", - " [[2.]\n", - " [3.]\n", - " [4.]]]\n", - "y_train= [[[0.]\n", - " [1.]\n", - " [2.]]\n", - "\n", - " [[1.]\n", - " [2.]\n", - " [3.]]\n", - "\n", - " [[2.]\n", - " [3.]\n", - " [4.]]]\n" - ] - } - ], - "source": [ - "print('test preprocessing for RNN')\n", - "trainsteps=5\n", - "features=1\n", - "outputs=1\n", - "timesteps=3\n", - "x = tf.reshape(tf.range(trainsteps*features),[trainsteps,features])\n", - "y = tf.reshape(tf.range(trainsteps*outputs),[trainsteps,outputs])\n", - "print('x=',x)\n", - "print('y=',y)\n", - "x_train, y_train = staircase(x,y,timesteps,trainsteps)\n", - "print('x_train=',x_train)\n", - "print('y_train=',y_train)\n", - "x_train, y_train = seq2batches(x,y,timesteps,trainsteps)\n", - "print('x_train=',x_train)\n", - "print('y_train=',y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "id": "rHWxqARpSO_f" - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.01,process_noise=0.0,DeltaE=0.1) " - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "id": "vfcxN9JCH5Ku" - }, - "outputs": [], - "source": [ - "scale=False\n", - "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n", - "Et = np.reshape(E,[E.shape[0],1])\n", - "datat = np.reshape(data,[data.shape[0],1])\n", - "if scale:\n", - " scalerx = MinMaxScaler()\n", - " scalerx.fit(Et)\n", - " Et = scalerx.transform(Et)\n", - " scalery = MinMaxScaler()\n", - " scalery.fit(datat)\n", - " datat = scalery.transform(datat)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "id": "PaHfJW7mSJE1" - }, - "outputs": [], - "source": [ - "def create_RNN_2(hidden_units, dense_units, activation, stateful=False, \n", - " batch_shape=None, input_shape=None, dense_layers=1,\n", - " rnn_layers=1,return_sequences=False,\n", - " initial_state=None):\n", - " if stateful:\n", - " inputs = tf.keras.Input(batch_shape=batch_shape)\n", - " else:\n", - " inputs = tf.keras.Input(shape=input_shape)\n", - " # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n", - " # inputs2 = K.print_tensor(inputs, message='inputs = ') # change allso inputs to inputs2 below, must be used\n", - " x = inputs\n", - " for i in range(rnn_layers):\n", - " x = tf.keras.layers.SimpleRNN(hidden_units,activation=activation[0],\n", - " stateful=stateful,return_sequences=return_sequences)(x\n", - " # ,initial_state=initial_state\n", - " )\n", - " # x = tf.keras.layers.Dense(hidden_units, activation=activation[1])(x)\n", - " for i in range(dense_layers):\n", - " x = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n", - " model = tf.keras.Model(inputs=inputs, outputs=x)\n", - " model.compile(loss='mean_squared_error', optimizer='adam')\n", - " return model" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "id": "ZjJxHiEVL5sJ" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "shifting inputs by 0.0\n", - "shape x = (480, 1)\n", - "shape y = (480, 1)\n", - "timesteps= 5\n", - "trainsteps= 240\n", - "staircase: samples= 236 timesteps= 5 features= 1\n", - "return_sequences= False\n", - "returning only the last timestep in a sample\n", - "x_train shape= (236, 5, 1)\n", - "y_train shape= (236, 1)\n", - "model_fit input shape (236, 5, 1) output shape (236, 1)\n", - "You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) for plot_model to work.\n" - ] - } - ], - "source": [ - "# split data\n", - "return_sequences=False\n", - "shift = 0.\n", - "print('shifting inputs by',shift)\n", - "x_train, y_train = staircase(Et+shift,datat+shift,timesteps=5,trainsteps=h2,\n", - " return_sequences=return_sequences)\n", - "print('x_train shape=',x_train.shape)\n", - "samples, timesteps, features = x_train.shape\n", - "print('y_train shape=',y_train.shape)\n", - "# the simplest model possible\n", - "activation=['linear','linear']\n", - "hidden_units=1\n", - "dense_units=1\n", - "dense_layers=1\n", - "features=1\n", - "hours=Et.shape[0]\n", - "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n", - "# print('initial state=',h0)\n", - "# statefull model version for traning\n", - "model_fit=create_RNN_2(hidden_units=hidden_units, \n", - " dense_units=dense_units, \n", - " batch_shape=(samples,timesteps,features),\n", - " stateful=True,\n", - " return_sequences=return_sequences,\n", - " # initial_state=h0,\n", - " activation=activation,\n", - " dense_layers=dense_layers)\n", - "# same model stateless for prediction on the entire dataset - to start onlg\n", - "# the real application will switch to prediction after training data end\n", - "# and start from the state there\n", - "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n", - "from keras.utils.vis_utils import plot_model\n", - "plot_model(model_fit, to_file='model_plot.png', \n", - " show_shapes=True, show_layer_names=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "id": "ipX9EJqz17Lr" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "model_predict input shape (480, 1) output shape (480, 1, 1)\n", - "Model: \"model_2\"\n", - "_________________________________________________________________\n", - " Layer (type) Output Shape Param # \n", - "=================================================================\n", - " input_3 (InputLayer) [(None, 480, 1)] 0 \n", - " \n", - " simple_rnn_2 (SimpleRNN) (None, 480, 1) 3 \n", - " \n", - " dense_2 (Dense) (None, 480, 1) 2 \n", - " \n", - "=================================================================\n", - "Total params: 5\n", - "Trainable params: 5\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n", - "None\n", - "You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) for plot_model to work.\n" - ] - } - ], - "source": [ - "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units, \n", - " input_shape=(hours,features),stateful = False,\n", - " return_sequences=True,\n", - " activation=activation,dense_layers=dense_layers)\n", - "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n", - "# activation=['linear', 'linear'])\n", - "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n", - "print(model_predict.summary())\n", - "from keras.utils.vis_utils import plot_model\n", - "plot_model(model_predict, to_file='model_plot.png', \n", - " show_shapes=True, show_layer_names=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "id": "dE0OHg0tGVE9" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "weight 0 exact: [[0.09516258]] : initial: [[0.09516258]] fitted: [[0.06982134]]\n", - "weight 1 exact: [[0.90483742]] : initial: [[0.90483742]] fitted: [[0.8490307]]\n", - "weight 2 exact: [0.] : initial: [0.] fitted: [0.005144]\n", - "weight 3 exact: [[1.]] : initial: [[1.]] fitted: [[0.9296057]]\n", - "weight 4 exact: [-0.1] : initial: [0.] fitted: [0.00617165]\n" - ] - } - ], - "source": [ - "# fitting\n", - "w_exact= [np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.*DeltaE])]\n", - "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([0.*DeltaE])]\n", - "model_fit.set_weights(w_initial)\n", - "model_fit.fit(x_train, y_train, epochs=1000, verbose=0,batch_size=samples)\n", - "w_fitted=model_fit.get_weights()\n", - "for i in range(len(w)):\n", - " print('weight',i,' exact:',w_exact[i],': initial:',w_initial[i],' fitted:',w_fitted[i])" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "id": "-T8lCS6nBHCj" - }, - "outputs": [], - "source": [ - "def model_eval(w,title):\n", - " # prediction on the entire dataset from zero state\n", - " model_predict.set_weights(w)\n", - " hours=Et.shape[0]\n", - " print('Et.shape=',Et.shape,'hours=',hours)\n", - " x_input=np.reshape(Et,(1, hours, 1))\n", - " y_output = model_predict.predict(x_input)\n", - " print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n", - " m = np.reshape(y_output,hours) - shift\n", - " print('weights=',w)\n", - " if scale:\n", - " print('scaling')\n", - " m = scalery.inverse_transform(m)\n", - " m = np.reshape(m,hours)\n", - " plot_m(m,title=title)\n", - " return m" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "id": "R2jkoZlAIaSb" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Et.shape= (480, 1) hours= 480\n", - "1/1 [==============================] - 0s 233ms/step\n", - "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n", - "weights= [array([[0.06982134]], dtype=float32), array([[0.8490307]], dtype=float32), array([0.005144], dtype=float32), array([[0.9296057]], dtype=float32), array([0.00617165], dtype=float32)]\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "m_fitted=model_eval(w_fitted,'RNN prediction with fitted weights')" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "id": "bO1ewTj9gGvg" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Et.shape= (480, 1) hours= 480\n", - "1/1 [==============================] - 0s 32ms/step\n", - "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n", - "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([-0.1])]\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "m_exact=model_eval(w_exact,'RNN prediction with exact weights')" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "id": "henChC0cmbuy" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Et.shape= (480, 1) hours= 480\n", - "1/1 [==============================] - 0s 33ms/step\n", - "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n", - "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([0.])]\n" - ] - }, - { - "data": { - "image/png": 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\n", 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "out = np.empty((hours,1))\n", - "w=w_exact\n", - "h=0\n", - "for i in range(Et.shape[0]):\n", - " h=np.dot(Et[i,0],w[0])+np.dot(h,w[1]) + w[2]\n", - " out[i]=np.dot(h,w[3]) + w[4]\n", - "if scale:\n", - " print('scaling')\n", - " out = scalery.inverse_transform(out)\n", - "out=np.reshape(out,hours)\n", - "print('max abs diff',np.max(np.abs(m_exact-out)))\n", - "plot_m(out,title='Hand computed RNN prediction with exact weights')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "6uXVJj9koGF2" - }, - "source": [ - "### 3.2 Acquisition and preprocessing of real data" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "glIkYrvdhXo6" - }, - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ZUluRmF9tqko" - }, - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "q3BpOBuzc91i" - }, - "source": [ - "Data assimilation for fuel moisture from Remote Automated Weather Stations (RAWS) was developed in Vejmelka et al. (2016). First, they use regression from all RAWS in a given area to extend the data spatially from RAWS to a grid in the whole area, then they run the extended Kalman filter at each grid node. Here, we are interested in a simplified problem: estimate future fuel moisture at a single RAWS location from weather data. " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "c8Y6bL1Yc91i" - }, - "source": [ - "#### 3.2.1 Acquisition of fuel moisture observations" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "0CuXyWBFc91i" - }, - "source": [ - "We try to load the data from a saved file first. If that fails, retrieve the fuel moisture data from sensors on weather stations in the Mesowest network. Get all stations with fuel moisture data in a spatial box within one hour, then pick one station and retrieve the whole time series." - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "id": "LFrlbbMmc91i" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "loaded from raws.json\n" - ] - } - ], - "source": [ - "import json\n", - "jfile = 'raws.json'; vars='fuel_moisture'; case = 1\n", - "# jfile = 'raws2.json'; vars='fuel_moisture,precip_accum_one_hour'; case = 2\n", - "def json_w(j,f):\n", - " print('writing json file',f)\n", - " json.dump(j,open(f,'w'),indent=4)\n", - "try:\n", - " #! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/raws.json\n", - " j = json.load(open(jfile,'r'))\n", - " print('loaded from ',jfile)\n", - " # Take the first station in the boulding box that has data between time_start and time_s2.\n", - " # Then retrieve data for that station between time_start and time_end\n", - " time_start = j['time_start'] # start of data time series\n", - " # time_s2 = j['time_s2'] # end of segment to read coordinates\n", - " time_end = j['time_end'] # end of data time series\n", - " meso_ts = j['meso_ts'] # get meso observations time series\n", - " obs_lon = j['obs_lon'] # where we retrieved observations\n", - " obs_lat = j['obs_lat']\n", - "except:\n", - " print(\"can't read\",jfile,', creating')\n", - " # set up bounds\n", - " time_start = \"201806010800\" # June 1 2018 08:00 in format yyyymmddHHMM\n", - " time_s2 = \"201806010900\" # June 1 2018 09:00 in format yyyymmddHHMM \n", - " time_end = \"201907200900\" # June 20 2018 09:00 in format yyyymmddHHMM \n", - " #time_start= \"201810230100\"\n", - " #time_s2= \"201810230300\"\n", - " #time_end = \"201806022300\"\n", - " !pip install MesoPy\n", - " from MesoPy import Meso\n", - " bounding_box = \"-115, 38, -110, 40\" # min longtitude, latitude\n", - " meso_token=\"b40cb52cbdef43ef81329b84e8fd874f\" # you should get your own if you do more of this\n", - " m = Meso(meso_token)# create a Meso object\n", - " print('reading MesoWest fuel moisture data')\n", - " json_w(m.variables(),'variables.json')\n", - " meso_obss = m.timeseries(time_start, time_s2, bbox=bounding_box, \n", - " showemptystations = '0', vars=vars) # ask the object for data\n", - " json_w(meso_obss,'meso_obss.json') \n", - " # pick one station and retrieve the whole time series.\n", - " station=meso_obss['STATION'][0]\n", - " json_w(station,'station.json')\n", - " lon,lat = (float(station['LONGITUDE']),float(station['LATITUDE']))\n", - " print(station['NAME'],'station',station['STID'],'at',lon,lat)\n", - " e = 0.01 # tolerance\n", - " bb = '%s, %s, %s, %s' % (lon - e, lat - e, lon + e, lat + e)\n", - " print('bounding box',bb)\n", - " meso_ts = m.timeseries(time_start, time_end, bbox=bb, showemptystations = '0', vars=vars) # ask the object for data\n", - " json_w(meso_ts,'meso_ts.json') \n", - " obs_lon, obs_lat = (lon, lat) # remember station coordinates for later\n", - " j={'time_start':time_start,'time_s2':time_s2,'time_end':time_end,\n", - " 'meso_ts':meso_ts,'obs_lon':obs_lon,'obs_lat':obs_lat}\n", - " json_w(j,jfile)\n", - " print('done')" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "id": "3bXopS3btyz0", - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# process the data retrieved for this station\n", - "# print(json.dumps(meso_ts['STATION'][0], indent=4))\n", - "from datetime import datetime, timedelta, time\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import pytz\n", - "station = meso_ts['STATION'][0]\n", - "time_str = station['OBSERVATIONS']['date_time']\n", - "obs_time = [datetime.strptime(t, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=pytz.UTC) for t in time_str]\n", - "start_time = obs_time[0].replace(minute=0) # remember obs_time and start_time for later\n", - "end_time = obs_time[-1]\n", - "obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture_set_1\"])\n", - "# obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture\"])\n", - "# display the data retrieved\n", - "#for o_time,o_data in zip (obs_time,obs_data):\n", - "# print(o_time,o_data)\n", - "%matplotlib inline\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(obs_data,linestyle='-',c='k',label='10-h fuel data')\n", - "plt.title(station['STID'] + ' 10 h fuel moisture data')\n", - "plt.xlabel('Time (hours)') \n", - "plt.ylabel('Fuel moisture content (%)')\n", - "plt.legend()\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "id": "lJQFB4rAYu9P" - }, - "outputs": [], - "source": [ - "# %debug" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "F7bvUGx993Ae" - }, - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "pY4hPeATK9wZ" - }, - "source": [ - "#### 3.2.2 Acquisition of weather data" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "xhyjXqxVN6B2" - }, - "source": [ - "Our weather data are results from atmospheric models, with assimilated observations from weather stations, satellites, radars, etc. The models can be run in reanalysis mode (for the past, with data for the period modeled) or in forecast mode (for the future, with only past data assimilated - because future data are not here yet). We use the Real-Time Mesoscale Analysis ([RTMA](https://www.nco.ncep.noaa.gov/pmb/products/rtma/)) interpolated to the RAWS location. RTMA is a real-time product, posted hourly, and available only for few days in the past. We have our own collection of selected RAWS data over past few years, obtained as a side effect of running the fuel moisture modeling software [WRFXPY](https://github.com/openwfm/wrfxpy).\n", - "\n", - "First try to read the data already extracted for this RAWS and staged for download." - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "id": "WlqJRP8Vc91o" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "File ‘rtma.json’ already there; not retrieving.\n", - "\n", - "loaded from rtma.json\n", - "\n" - ] - } - ], - "source": [ - "import json\n", - "jfile = 'rtma.json'\n", - "try:\n", - " ! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n", - " j = json.load(open(jfile,'r'))\n", - " print('loaded from ',jfile)\n", - " if j['obs_lat']!=obs_lat or j['obs_lon']!=obs_lon:\n", - " print('lon lat doesnot agree, need to load original RTMA files')\n", - " read_rtma=True\n", - " else:\n", - " read_rtma=False\n", - "except:\n", - " print(\"can't read\",jfile,', creating')\n", - " read_rtma=True\n", - "\n", - "print('')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "THI6gElyHOOc" - }, - "source": [ - "Next, functions to get the files, open as grib, and interpolate to the station coordinates" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "2iBNHQg5hPxB" - }, - "source": [ - "####Note: If read_rtma==True, the notebook will say it crashed when run the first time. This is because it needs to install different version of some python packages and restart runtime. Simply run it again." - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "id": "mxZABVDxt0gd" - }, - "outputs": [], - "source": [ - "# Set up environment to read RTMA gribs\n", - "# we will need current numpy for pygrib - needed on Colab, tensorflow is using numpy 1.19\\\n", - "if read_rtma:\n", - " import subprocess,os\n", - " def load_rtma(path,file,reload=0):\n", - " url='http://math.ucdenver.edu/~jmandel/rtma/' + path \n", - " if os.path.exists(file):\n", - " if reload:\n", - " print(file + ' already exists, removing')\n", - " os.remove(file)\n", - " else:\n", - " print(file + ' already exists, exiting')\n", - " # add checking size here\n", - " return 0\n", - " try:\n", - " ret = subprocess.check_output(['wget','--no-clobber','--output-document='+ file, url,],stderr=subprocess.STDOUT).decode() # execute command from python strings\n", - " if os.path.exists(file):\n", - " print('loaded ' + url + ' as ' + file)\n", - " return 0\n", - " else: \n", - " print('file transfer completed, but the file is missing? ' + url) \n", - " return 1\n", - " except:\n", - " print('file transfer failed: ' + url)\n", - " return 2\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "dQ-uJI2sy6I3" - }, - "source": [ - "Create a function to transfer RTMA files in GRIB2 format from the stash. The function returns zero if the file transfer succeeded. If the file is not available, it returns a nonzero value. Note: if needed, maybe in future add more sophisticated checks, check the return code of wget and if the file size is correct." - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "id": "PL3gxK67AlBI" - }, - "outputs": [], - "source": [ - "if read_rtma:\n", - " def rtma_grib(t,var):\n", - " tpath = '%4i%02i%02i/%02i' % (t.year, t.month, t.day, t.hour) # remote path on server\n", - " tstr = '%4i%02i%02i%02i_' % (t.year, t.month, t.day, t.hour) # time string for local path\n", - " gribfile = os.path.join('data',tstr + var + '.grib')\n", - " remote = tpath + '/' + var + '.grib'\n", - " if load_rtma(remote,gribfile):\n", - " print('cannot load remote file',remote,'as',gribfile)\n", - " return []\n", - " else:\n", - " try:\n", - " gf=GribFile(gribfile)\n", - " v = np.array(gf[1].values())\n", - " except:\n", - " print('cannot read grib file',gribfile)\n", - " return []\n", - " print('loaded ',gribfile,' containing array shape ',v.shape)\n", - " return gf[1] # grib message\n" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "id": "OY1oTYKlfd17" - }, - "outputs": [], - "source": [ - "if read_rtma:\n", - " times = pd.date_range(start=time_start,end=time_end,freq='1H')\n", - " varnames=['temp','td','precipa']\n", - " j = read_interp_rtma(varnames,times,obs_lat,obs_lon) # temperature\n", - " for varname in varnames:\n", - " j[varname]=j[varname].tolist() \n", - " j['obs_lat']=obs_lat\n", - " j['obs_lon']=obs_lon\n", - " json.dump(j,open('rtma.json','w'),indent=4)\n", - " print('done')" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "id": "ccp10kurAlBI" - }, - "outputs": [], - "source": [ - "from scipy.interpolate import LinearNDInterpolator, interpn\n", - "from scipy.optimize import root\n", - "def interp_to_lat_lon_slow(lats,lons,v,lat,lon): \n", - " # on mesh with coordinates lats and lons interpolate v to given lat lon\n", - " interp=LinearNDInterpolator(list(zip(lats.flatten(),lons.flatten())),v.flatten())\n", - " return interp(lat,lon)\n", - "def interp_to_lat_lon(lats,lons,v,lat,lon):\n", - " # on mesh with coordinates lats and lons interpolate v to given lat lon\n", - " points=(np.array(range(lats.shape[0]),float),np.array(range(lats.shape[1]),float)) # uniform mesh\n", - " def res(ij): # interpolation of lons lats on the uniform mesh, to noninteger coordinates \n", - " return np.hstack((interpn(points,lats,ij)-lat, interpn(points,lons,ij)-lon))\n", - " # solve for xi,xj such that lats(xi,xj)=lat lons(xi,xj)=lon, then interpolate to (xi, xj) on uniform grid \n", - " result = root(res,(0,0)) # solve res(ij) = 0\n", - " if not result.success:\n", - " print(result.message)\n", - " exit(1)\n", - " return interpn(points,v,result.x) \n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jvnpq6S5AlBI" - }, - "source": [ - "The interpolation function needs to be tested." - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "id": "NVMJBYI7AlBI" - }, - "outputs": [], - "source": [ - "def interp_to_lat_lon_test(lats,lons):\n", - " print('testing interp_to_lat_lon')\n", - " vx, vy = np.meshgrid(range(lats.shape[0]),range(lats.shape[1]),indexing='ij')\n", - " i, j = (1,2)\n", - " lat,lon = ((lats[i,j]+lats[i+1,j+1])/2,(lons[i,j]+lons[i+1,j+1])/2)\n", - " vi = interp_to_lat_lon(lats,lons,vx,lat,lon)\n", - " vj = interp_to_lat_lon(lats,lons,vy,lat,lon)\n", - " print(vi,vj,'should be about',i+0.5,j+0.5)\n", - " test_slow = 0\n", - " if test_slow:\n", - " print('Testing against the standard slow method scipy.interpolate.LinearNDInterpolator. Please wait...')\n", - " vi_slow = interp_to_lat_lon_slow(lats,lons,vx,lat,lon)\n", - " print(vi_slow)\n", - " vj_slow = interp_to_lat_lon_slow(lats,lons,vy,lat,lon)\n", - " print(vj_slow)\n", - " \n", - "#gf = rtma_grib(start_time,'temp') # read the first grib file and use it to test interpolation\n", - "#lats, lons = gf.latlons()\n", - "#interp_to_lat_lon_test(lats,lons)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "id": "vt-Mk8fIc91m" - }, - "outputs": [], - "source": [ - "#%debug\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "LQbWB_3GAlBI" - }, - "source": [ - "Now we are ready for a function to read the RTMA files and interpolate to the station coordinates" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "id": "b3JJH3XPAlBI" - }, - "outputs": [], - "source": [ - "if read_rtma:\n", - " import pandas as pd, json\n", - " def read_interp_rtma(varnames,times,lat,lon):\n", - " # read RTMA from start_time to end_time and interpolate to obs_lat obs_lon\n", - " ntimes = len(times)\n", - " time_str = 'time_str'\n", - " j={time_str:times.strftime('%Y-%m-%d %H:%M').tolist()}\n", - " for varname in varnames:\n", - " j[varname]=np.full(ntimes,np.nan) # initialize array of nans as list\n", - " n=0\n", - " for t in times:\n", - " tim=t.strftime('%Y-%m-%d %H:%M')\n", - " should_be = j[time_str][n]\n", - " if tim != should_be:\n", - " print('n=',n,'time',tim,'expected',should_be)\n", - " raise 'Invalid time' \n", - " for varname in varnames:\n", - " gf = rtma_grib(t,varname) # read and create grib object, download if needed\n", - " if gf:\n", - " lats,lons = gf.latlons() # coordinates\n", - " v = gf.values()\n", - " vi=interp_to_lat_lon(lats,lons,v,lat,lon) # append to array\n", - " print(varname,'at',t,'interpolated to',lat,lon,' value ',vi)\n", - " j[varname][n] = vi\n", - " else:\n", - " print(varname,'at',t,' could not be loaded')\n", - " n = n+1\n", - " return j" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "id": "bMpYIZT6c91o" - }, - "outputs": [], - "source": [ - "# %debug\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "KVXBjGA0CiXr" - }, - "source": [ - "#### 3.2.3 Preprocessing and visualization of the weather data" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "id": "fNA3Vbo1c91o" - }, - "outputs": [], - "source": [ - "rtma = j\n", - "td = np.array(rtma['td'])\n", - "t2 = np.array(rtma['temp'])\n", - "rain=np.array(rtma['precipa'])\n", - "# compute relative humidity\n", - "rh = 100*np.exp(17.625*243.04*(td - t2) / (243.04 + t2 - 273.15) / (243.0 + td - 273.15))\n", - "Ed = 0.924*rh**0.679 + 0.000499*np.exp(0.1*rh) + 0.18*(21.1 + 273.15 - t2)*(1 - np.exp(-0.115*rh))\n", - "Ew = 0.618*rh**0.753 + 0.000454*np.exp(0.1*rh) + 0.18*(21.1 + 273.15 - t2)*(1 - np.exp(-0.115*rh))" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": { - "id": "tZIK59bJAlBJ" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(t2,linestyle='-',c='k',label='Temperature')\n", - "plt.title(station['STID'] + ' Temperature')\n", - "plt.xlabel('Time (hours)') \n", - "plt.ylabel('Temperature (K)')\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "id": "LbyqcuXYAlBJ" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(td,linestyle='-',c='k',label='Dew point')\n", - "plt.title(station['STID'] + ' Dew point (K)')\n", - "plt.xlabel('Time (hours)') \n", - "plt.ylabel('Dew point (K)')\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": { - "id": "dfoOK2kSc91p" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(rh,linestyle='-',c='k',label='Dew point')\n", - "plt.title(station['STID'] + ' relative humidity')\n", - "plt.xlabel('Time (hours)') \n", - "plt.ylabel('Relative humidity (%)')\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "id": "MWTJ5b2kc91p" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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1atXiwoULlChRwuSxRQTtatWqxdWrV7l48aLRPkwV5smTJw+XLl0yart16xY3b96M7+HFKqbXQf78+cmRI0e89xcRkIwaPF60aFHiOiqEEEKIRJHMRiGEEEIkyJUrV/QBLH9/fzZt2sS+ffto0aKFPrvKlFKlSnHgwAHq1Kmjz3AsXLgwmzdvpn79+lSqVIl+/fpRq1YtHB0defDgARs2bGD79u28fv0agPz58zNw4ECmT5/OmzdvaNy4Mfb29nh5eTF16lTKlSsXbW66s2fP4uPjA8Dbt29RFIUNGzYAUL58ef08b6aMHj2abdu2Ubt2bcaOHYuDgwPz5s3j/fv38X7ePDw8aNiwIbt376Zq1arR5tRLjKJFi9K+fXtmzpyJpaUltWvX5urVq8ycORNnZ2csLGK/ztykSRNmzZpFhw4d6N27N/7+/syYMSNRmYBJ8dzVqVOHoUOHAuiDyPb29lSuXJl///2XEiVKkDlzZv36VapUoXfv3nTr1o2zZ89SvXp1HB0d8fPz49ixYxQvXlxfubp48eJs2rSJBQsWULZsWSwsLChXrhzp06cnd+7cbN26lTp16pAxY0ZcXV3JkydPgp8LgCFDhrB06VIaNWrExIkTyZIlC6tXr9YH3uP6G82ZM4eqVatSrVo1+vXrR548eXj37h137txh+/bt+srkEY/TpEkTfv75Z3016ojHMfTNN9/QqVMn+vfvT6tWrXjw4AHTpk2Ls/p2fLm6ulK7dm3GjBmjr0Z948YNswKtpnh6epI/f35+/PFHFEUhY8aMbN++XT+XpxBCCCFSh2Q2CiGEECJBunXrRqVKlahUqRIdO3bk/PnzzJo1izVr1sS5bcmSJTl48CDh4eHUqlWLa9eukT9/fs6fP8+IESM4cOAAbdq0oW7duowePRonJyeOHTuGs7Ozfh9z5sxh/vz5nD9/ng4dOtC0aVNWrFjBgAEDOHToEDY2NkaPOXfuXL7++mu+/vprfH19uXbtmv7+oUOHYu1vsWLF2L9/P05OTnTp0oXevXtTokQJxowZk6DnLqI4SlJmNUZYtmwZgwcPZsmSJTRt2pS1a9eyfv16gDiHa9euXZulS5dy+fJlmjZtyqhRo2jdurVZQ9tjkhTPXUSAsWDBgkZB4Yh2U1msixYtYu7cufz333+0a9eOJk2aMHbsWN6/f280xH/w4MG0bt2an376iS+++ILy5cvrly1ZsgQHBwe++uorypcvz/jx4+N7+NFky5aNI0eO4OHhQd++fenYsSM2NjZMnDgRiPtvVKRIEc6fP0+xYsUYPXo09evXp0ePHmzYsMEou9Pd3Z0jR45QpEgR+vXrR6dOnbCzszNZwKlDhw5MmzaNvXv38uWXX7JgwQIWLFgQrchRYn311VcMHDiQ0aNH06pVK3x8fFi1apXZxYKisra2Zvv27Xh4eNCnTx/at2/P8+fP9XN5CiGEECJ1qBRFUVK7E0IIIYQQn5NWrVpx6tQpfHx8krSQTUxOnDhBlSpVWLVqVapWIxYx6927N2vWrMHf3z9aoDwpHT58mFq1anHo0CFq1qyZbI8jhBBCiM+XDKMWQgghhEgBISEhnD9/njNnzrB582ZmzZqVLIHGffv2cfLkScqWLYu9vT0XL15k6tSpFCxYkJYtWyb544n4mzhxItmyZSNfvnwEBgayY8cOFi9ezOjRo5M10CiEEEIIkRIk2CiEEEIIkQL8/PyoXLkyTk5O9OnTh0GDBiXL4zg5OfHvv/8ye/Zs3r17h6urK40aNWLKlClGFaZF6rG2tmb69Ok8evSI8PBwChYsyKxZsxg8eHBqd00IIYQQItFkGLUQQgghhBBCCCGEECJJSIEYIYQQQgghhBBCCCFEkpBgoxBCCCGEEEIIIYQQIklIsFEIIYQQQgghhBBCCJEkPvkCMRqNhidPnpA+fXpUKlVqd0cIIYQQQgghhBBCiI+Koii8e/eObNmyYWERe+7iJx9sfPLkCTlz5kztbgghhBBCCCGEEEII8VHz9fUlR44csa7zyQcb06dPD2ifDCcnp1TujRBCCCGEEEIIIYQQH5e3b9+SM2dOfZwtNp98sDFi6LSTk5MEG4UQQgghhBBCCCGESCBzpiiUAjFCCCGEEEIIIYQQQogkIcFGIYQQQgghhBBCCCFEkpBgoxBCCCGEEEIIIYQQIkl88nM2mkNRFMLDw1Gr1andFSGSjKWlJVZWVmbNpyCEEEIIIYQQQgiRFD77YGNoaCh+fn4EBQWldleESHIODg5kzZoVGxub1O6KEEIIIYQQQgghPgOpGmxcsGABCxYswMfHB4CiRYsyduxYGjVqBEDXrl1ZsWKF0TYVK1bk1KlTSfL4Go2G+/fvY2lpSbZs2bCxsZEsMPFJUBSF0NBQXrx4wf379ylYsCAWFjJrghBCCCGEEEIIIZJXqgYbc+TIwdSpUylQoAAAK1asoFmzZly4cIGiRYsC0LBhQ5YtW6bfJikztEJDQ9FoNOTMmRMHB4ck268QaYG9vT3W1tY8ePCA0NBQ7OzsUrtLQgghhBBCCCGE+MSlarCxadOmRvcnT57MggULOHXqlD7YaGtri7u7e7L2QzK+xKdKXttCCCGEEEIIIYRISWkmEqFWq1m7di3v37+nUqVK+vbDhw+TOXNmPDw86NWrF8+fP491PyEhIbx9+9boRwghhBBCCCGEEEIIkfxSPdh4+fJl0qVLh62tLX379mXz5s0UKVIEgEaNGrFq1SoOHjzIzJkz8fLyonbt2oSEhMS4vylTpuDs7Kz/yZkzZ0odihBCCJF8wsPh1CkIC0vtngghhBBCCCFEjFI92FioUCG8vb05deoU/fr1o0uXLly7dg2Atm3b0qRJE4oVK0bTpk3ZvXs3t27dYufOnTHub+TIkQQEBOh/fH19U+pQUlXNmjUZMmRIoveTJ08eZs+enej9pBVRj0elUrFlyxYAfHx8UKlUeHt7A9osWpVKxZs3b+L9OF27dqV58+aJ7q8QQsTo+++hUiUYODC1eyKEEEIIIYQQMUrVORtBW/AlokBMuXLl8PLyYs6cOSxatCjaulmzZiV37tzcvn07xv3Z2tpia2ubbP391Hl5eeHo6Jja3UgysR1Pzpw58fPzw9XVNdGPM2fOHBRFSfR+hBAiRr//rv39xx9g4jNSCCGEEJ+ZoCCYOhWaNYOyZVO7N0IIoZfqmY1RKYoS4zBpf39/fH19yZo1awr36uMXGhpq1npubm6fVGXu2I7H0tISd3d3rKwSHnNXq9VoNBqcnZ1xcXFJ8H6EEEIIIYQQIl5+/hkmTYJy5VK7J0IIYSRVg40//fQTR48excfHh8uXLzNq1CgOHz5Mx44dCQwM5IcffuDkyZP4+Phw+PBhmjZtiqurKy1atEi+TikKvH+f8j/xyIp7//49nTt3Jl26dGTNmpWZM2dGWydPnjz8/PPPdO3aFWdnZ3r16kXt2rUZGGX4nb+/P7a2thw8eFC/XdRhx4sXL6ZFixY4ODhQsGBBtm3bZrSPbdu2UbBgQezt7alVqxYrVqyIczhyQEAAvXv3JnPmzDg5OVG7dm0uXrxotM7UqVPJkiUL6dOnp0ePHvz444+UKlVKv9zU0PHmzZvTtWtXo+chpmHhUYdRRzh+/DglS5bEzs6OihUrcvnyZf2y5cuX4+Liwo4dOyhSpAi2trY8ePAg2jBqU49bqlQpxo8fr7+vUqlYtGgRX375JQ4ODhQuXJiTJ09y584datasiaOjI5UqVeLu3bsxPY1CCCGEEEKIz1WU8ychhEgrUjXY+OzZM7755hsKFSpEnTp1OH36NHv27KFevXpYWlpy+fJlmjVrhoeHB126dMHDw4OTJ0+SPn365OtUUBCkS5fyP0FBZndx2LBhHDp0iM2bN/Pvv/9y+PBhzp07F2296dOnU6xYMc6dO8eYMWPo2bMnq1evNsocXbVqFdmyZaNWrVoxPt6ECRNo06YNly5donHjxnTs2JFXr14B2oBd69atad68Od7e3vTp04dRo0bF2n9FUWjSpAlPnz5l165dnDt3jjJlylCnTh39ftevX8+4ceOYPHkyZ8+eJWvWrMyfP9/s5ygxhg0bxowZM/Dy8iJz5sx89dVXhBkUZAgKCmLKlCksXryYq1evkjlz5gQ/1qRJk+jcuTPe3t54enrSoUMH+vTpw8iRIzl79ixAtACxEOIzFByc2j0QnxO1OrV7IIQQwhwqVWr3QAghTErVORuXLFkS4zJ7e3v27t2bgr35OAQGBrJkyRL++usv6tWrB8CKFSvIkSNHtHVr167NDz/8oL+fM2dOBg0axNatW2nTpg0Ay5Yto2vXrqhi+aDq2rUr7du3B+CXX37h999/58yZMzRs2JCFCxdSqFAhpk+fDmgL/ly5coXJkyfHuL9Dhw5x+fJlnj9/rp9fc8aMGWzZsoUNGzbQu3dvZs+eTffu3enZsycAP//8M/v37yc4BU64x40bF+253bx5s/45CwsLY/78+ZQsWTLRj9WtWzf9fkeMGEGlSpUYM2YMDRo0AGDw4MF069Yt0Y8jhPjI/fJLavdAfC5OnYI6dbRzgA0alNq9EUII8x0+DO/eQdOmqd0TIYT47KV6gZg0x8EBAgNT53HNcPfuXUJDQ6lUqZK+LWPGjBQqVCjauuWizN1ha2tLp06dWLp0KW3atMHb25uLFy/qqzPHpESJEvrbjo6OpE+fnufPnwNw8+ZNypcvb7R+hQoVYt3fuXPnCAwMJFOmTEbtHz580A8Zvn79On379jVaXqlSJQ4dOhTrvpOCqef2+vXr+jYbGxuj5yQxDPeTJUsWAIoXL27UFhwczNu3b3FyckqSxxRCfIT270/tHojPRZcu2tEW334rwUYhxMclYqSWnx+4u6duX1KKZDYKIdIoCTZGpVJBGq7GHJ+Kx6aqMPfs2ZNSpUrx6NEjli5dSp06dcidO3es+7G2tja6r1Kp0Gg0+v5EzYqMq48ajYasWbNy+PDhaMviU2TFwsIi2mMZDndOSobHaG9vH2smaHz6ZvjcRuzTVFvE8y2E+ExZpLl6buJTFeUzX4gYaTTy3iTSDsPv3S9efD7BRiGESKPkG8JHpkCBAlhbW3Pq1Cl92+vXr7l165ZZ2xcvXpxy5crx559/snr1arp3756o/nh6euLl5WXUFjHXYEzKlCnD06dPsbKyokCBAkY/rq6uABQuXNjoGIFo993c3PDz89PfV6vVXLlyJTGHE+1xIp5bT0/PeO0jat/evn3L/fv3E903IcRnSk7oRUqxsYm8/fp16vVDpG1r10KGDJJ1LdIOw2Dj55Tt9zkdqxDioyJnLx+ZdOnS0aNHD4YNG8aBAwe4cuUKXbt2xSIeJ6I9e/Zk6tSpqNXqRFf27tOnDzdu3GDEiBHcunWL9evXs3z5coAYs//q1q1LpUqVaN68OXv37sXHx4cTJ04wevRofaBy8ODBLF26lKVLl3Lr1i3GjRvH1atXjfZTu3Ztdu7cyc6dO7lx4wb9+/ePtQK2uSZOnGj03Lq6uhpVmjZH7dq1WblyJUePHuXKlSt06dIFS0vLRPdNCPGZkmCjSCmGmY2zZ6daN0Qa1749vH0LujmuhUh1n+soIAk2CiHSKDl7+QhNnz6d6tWr89VXX1G3bl2qVq1K2bJlzd6+ffv2WFlZ0aFDB+zs7BLVl7x587JhwwY2bdpEiRIlWLBggb4adUTxl6hUKhW7du2ievXqdO/eHQ8PD9q1a4ePj49+3sK2bdsyduxYRowYQdmyZXnw4AH9+vUz2k/37t3p0qULnTt3pkaNGuTNmzfWqtrmmjp1KoMHD6Zs2bL4+fmxbds2bAwzPcwwcuRIqlevzpdffknjxo1p3rw5+fPnT3TfhBCfKTmZECnFMNgYEpJ6/RBCiPiIx1RTnxT5fiCESKNUSnwmAfwIvX37FmdnZwICAqIV2AgODub+/fvkzZs30UG3j4mvry958uTBy8uLMmXKJPn+J0+ezMKFC/H19U3S/Y4fP54tW7bg7e2dpPv9lH2ur3EhPjm1ammrbEb4tD+6RWLcuKGdr6xatYRtb/haGzFCW5VaiKgMAxwJfT9SFAmUiKQTEgIR33WvXIGiRVO3PymleXPYulV7W74bCCGSWWzxtagks/EzEhYWxsOHDxkxYgRffPFFkgUa58+fj5eXF/fu3WPlypVMnz6dLl26JMm+hRDisxYWBh07GgcahYhN4cJQvTrcu5ew7WXKD5ESHjyAnDnhf/9L7Z6IT4UMoxZCiDRFgo2fkePHj5M7d27OnTvHwoULk2y/t2/fplmzZhQpUoRJkyYxdOhQxo8fn2T7F0KIz9bKlbB6dWr3QnyMbtxI2HaGwUbJkhHJZdQoePwYfvwxtXsi0iJvbyhYEDZsMH+bzzXYKIQQaZRVandApJyaNWuSHKPmf/31V3799dck329U48ePlyCmEOLz8uJFavdAfKwSeuJtZfDVUIKNIrmo1andA5GWff013Lmj/W3u+9DnWo1aCCHSKMlsFEIIIdIqydQQCZXQQKEMoxZCpLbAwPhvY/h5+TkFGz+nYxVCfFQk2CiEEEKkVZL9IxIqKYKN+/cnTV+EECI+EvL+JRfnhBAiTZFgoxBCCJFWSbBRJFRCg42Gw6gvXEiavgghRHL7mKd9+PABwsMTtq1kNgoh0igJNgohhBBplQQbRUIl1TBqqYQuhEhpic1s/JgCcIGB4OgIxYolbPuP6ViFEJ8VCTYKIYQQaZXBydMrMnCH/LzANeH7e/kS/vkHQkOToHMiTUvokMKoQ6dr1Yq8vXUr7NmT8D4JIYQ5Pqdh1Hv2aI/35s0Eba7Gkg204glZk7hjQgiROBJsFEIIIdIqg8zGGfxAQe4wmVEJ31+NGtCmDYwfn/i+ibQtISfr166Bv7/pZf7+0Lw5NGqU8OF+wlhYGJw+Lc+n+HQcOgSennDkSOL2k5D3L8NtPqYh1Z07J2rzXX6l+ZoN9OaPJOqQEEIkDQk2injJkycPs2fPTu1uJJmox6NSqdiyZQsAPj4+qFQqvL29ATh8+DAqlYo3b97E+3G6du1K8+bNE91fIcRnJDgY7t7V3w3D2uh3gly7pv29fn1ieiY+Bgk52b5+PeZlhp99EhxLGgMHwhdfwLBhqd0TIZJG7draDL2aNRO3n8RmNn5MwcYPHxK1eaDaHoBg7JKiN0IIkWSs4l5FfOry5MnDkCFDGDJkiL5t+fLlDBkyJFpgzcvLC0dHx5TtYDKK7Xhy5syJn58frq6JGLKoM2fOHJSP6YuPECJ1qdVgb2/chHYuvXQEpkaPxMcmIZ85KhVhWLGLxlTjKBl5nXT7FtH9octEmj0bfv01VbsiRJLbuBHq1AEXl5R5PI2G+fTjNRkY9Rm9R+VzfEZXllGEa0Dd1O6OEELoSWajiBc3NzccHBxSuxtJJrbjsbS0xN3dHSurhMfk1Wo1Go0GZ2dnXFLqy5YQ4uO3e3e0JhUKKjSoSIKTqM/oROyzlcD5y5bTleZspS8LY15JisZ83nQjQBJF3oM+fa1bQ5MmCds2gZmNA5jPaCbz9IVl3Ot/Iiq63mUZ3RnGjNTuihBCGJFgYwzev9f+GH7WhYZq20JCTK9r+L0+LEzbFhwc97rxsX37dlxcXNDoduDt7Y1KpWKYwRCcPn360L59e/39EydOUL16dezt7cmZMyfffvst79+/B6BmzZo8ePCA7777DpVKhUql4vDhw3Tr1o2AgAB923jd/F6mhh0vXryYFi1a4ODgQMGCBdm2bZtRn7dt20bBggWxt7enVq1arFixIs7hyAEBAfTu3ZvMmTPj5ORE7dq1uXjxotE6U6dOJUuWLKRPn54ePXrw448/UqpUKf3ymjVrGmVrAjRv3pyuXbvq78c2LDzqMOoIx48fp2TJktjZ2VGxYkUuX76sX7Z8+XJcXFzYsWMHRYoUwdbWlgcPHkQbRm3qcUuVKqV/nkH73C5atIgvv/wSBwcHChcuzMmTJ7lz5w41a9bE0dGRSpUqcddgmKUQ4hMR9cMDmMkPaLBkKiNToUPio5PAYE5EBm14bINfGjeG48cTtH/xCWjRIvblAQGwcCG8eBHzOuvWJW2fRNp04kTCtkvA+5eijjy5skQdy5ppWAKO+x/fL3DHjw6sSoYOCSFEwkmwMQbp0ml/Xr6MbJs+Xds2cKDxupkza9sfPoxsmzdP29ajh/G6efJo22ObFik21atX5927d1y4cAGAI0eO4OrqyhGDiZgPHz5MjRo1ALh8+TINGjSgZcuWXLp0iXXr1nHs2DEG6g5i06ZN5MiRg4kTJ+Ln54efnx+VK1dm9uzZODk56dt++OGHGPs0YcIE2rRpw6VLl2jcuDEdO3bk1atXgDZg17p1a5o3b463tzd9+vRh1KjYixsoikKTJk14+vQpu3bt4ty5c5QpU4Y6dero97t+/XrGjRvH5MmTOXv2LFmzZmX+/PkJe1LjadiwYcyYMQMvLy8yZ87MV199RVhYmH55UFAQU6ZMYfHixVy9epXMmTMn+LEmTZpE586d8fb2xtPTkw4dOtCnTx9GjhzJ2bNnAfR/SyHEJ8TW1uhuf+bpMhsVlmdPRIEY8flIYLCxGFfozzwaET271khcAafPzatX2mGjUa9If6LukJ8fmI4f7tEX9ugB/fppg9JCJERC3r9ev+Y2BbhFQTI6faTzyiYgGyVIbcsz3HlNhmTokBBCJJwEGz8yzs7OlCpVisO6IUyHDx/mu+++4+LFi7x7946nT59y69YtauomZp4+fTodOnRgyJAhFCxYkMqVK/Pbb7/x119/ERwcTMaMGbG0tCR9+vS4u7vj7u6OjY0Nzs7OqFQqfVu6dOli7FPXrl1p3749BQoU4JdffuH9+/ecOXMGgIULF1KoUCGmT59OoUKFaNeunVFmoSmHDh3i8uXL/PPPP5QrV46CBQsyY8YMXFxc2LBhAwCzZ8+me/fu9OzZk0KFCvHzzz9TpEiRRD+/5hg3bhz16tWjePHirFixgmfPnrF582b98rCwMObPn0/lypUpVKhQoua47NatG23atMHDw4MRI0bg4+NDx44dadCgAYULF2bw4MH614IQ4hMSJdh4laL628c/lEn8/mUI46fv2LEEbVaV40zlR9qyDnVsXxMTWdTgk1O7tnbY6Nixqd2TFNGI3czkB9qxNvrCjRu1v3UXReMk70ciqrheE+fOwfjxRu9Dqvv3KMBdCnIHS4uP9DWVgGBjxNQqtymY1L0Rn7LHjxP8PUEIc0mwMQaBgdofw9ogw4Zp2+bONV73+XNte65ckW0DBmjbliwxXtfHR9teuHDC+1azZk0OHz6MoigcPXqUZs2aUaxYMY4dO8ahQ4fIkiULnp6eAJw7d47ly5eTLl06/U+DBg3QaDTcv38/4Z0wUKJECf1tR0dH0qdPz/PnzwG4efMm5cuXN1q/QoUKse7v3LlzBAYGkilTJqN+379/Xz9k+Pr161SqVMlou6j3k4vh42TMmJFChQpx3SBV1cbGxug5SQzD/WTJkgWA4sWLG7UFBwfz9u3bJHk8IUQa4eVldHcqP+pvO6gkyCPMkMBs/1V0wIl3OPOW/6geuUACQrGLmOpl9erU7UcK6cBq3PGjAXsTv7NAKXoloojr/aZcOZgwQTuULEJAABnxx54gHj39SGugJiDY6GSt/U6QmedJ3RvxKcuRA6pVkylRRLL6SN+Jk5+pZDQbG+2POetaW2t/zFk3vmrWrMmSJUu4ePEiFhYWFClShBo1anDkyBFev36tH0INoNFo6NOnD99++220/eQyjI4mgnWUA1WpVPo5JRVFQaVSGS2PqyqzRqMha9asJjP24lNkxcLCItpjGQ53TkqGx2hvbx/tmBPaN8PnNmKfpto0CZ0EVAiRNo0ebXS3Eqfox3wW0J8MlnJxQcTsAbl4RUZK4x3/jVUqnpFFf9cCg88W+Zwxz2fyPE1gPBMYr7v3S+J29vo1pE+f2C6J1BYUZLp961ZtVepYRklFY+5FdIN5y8ND1LwmI2By2uOPQwLeP+q6X+E2BbDnA/A46fskPm1HjkCVKqndC/GJkmDjRyhi3sbZs2dTo0YNVCoVNWrUYMqUKbx+/ZrBgwfr1y1TpgxXr16lQIECMe7PxsYGtVodZ1tCeHp6smvXLqO2s3EMqylTpgxPnz7FysqKPHnymFyncOHCnDp1is6dO+vbTp06ZbSOm5sbfn5++vtqtZorV65Qq1ateB6FsVOnTukDta9fv+bWrVv6TFJzRe3b27dvkyzTVAjxaXlGZlx4QyN2kwl/queJ4YQuPiRL7ZOVhwcA+JCb3AnY3pH3+tvpeRe5IAm+E3wWPpNgY5J6/dp4eJD4OMU0tULz5tqq1Dt2JP1jGlyADw2J/FxzdU6e5IJkl4D32cfBmThGDXLzgOzJ0CXxiZPvgyIZyTDqj1DEvI1///23fm7G6tWrc/78eaP5GgFGjBjByZMnGTBgAN7e3ty+fZtt27YxaNAg/Tp58uThv//+4/Hjx7zUVcTJkycPgYGBHDhwgJcvXxIU09XKOPTp04cbN24wYsQIbt26xfr161m+fDlAjNl/devWpVKlSjRv3py9e/fi4+PDiRMnGD16tD5QOXjwYJYuXcrSpUu5desW48aN4+rVq0b7qV27Njt37mTnzp3cuHGD/v37x1oB21wTJ07kwIEDXLlyha5du+Lq6mpUadoctWvXZuXKlRw9epQrV67QpUsXLC0tE903IcSn5Q75cecZdoTwFdv5mTGcfeuR2t0SHwHDDEWzqVTk457+7kMMAkBRT4LlBCWSYRDl6dPU60cKWk4X+rKAf6lnvMDgQqrZAgKSplMi7dq5M3n2a3AuYaEOow3raM0/2Fl/pBdHEnCx4r8XhenJEn4j+ig2IeIkn+UiGUmw8SNVq1Yt1Gq1PrCYIUMGihQpgpubG4UNJoQsUaIER44c4fbt21SrVo3SpUszZswYsmbNql9n4sSJ+Pj4kD9/ftzc3ACoXLkyffv2pW3btri5uTFt2rQE9TNv3rxs2LCBTZs2UaJECRYsWKCvRm0bpQBCBJVKxa5du6hevTrdu3fHw8ODdu3a4ePjo5+3sG3btowdO5YRI0ZQtmxZHjx4QL9+/Yz20717d7p06ULnzp2pUaMGefPmTXRWI8DUqVMZPHgwZcuWxc/Pj23btmFjanx9LEaOHEn16tX58ssvady4Mc2bNyd//vyJ7psQ4tNylnLR2kbc6BZ558GDhE3wLV8uP1mKrm55BbziXtmEahxlMj/xHbPw5EbkAsnYM+3RI2jaNLV7keKGMpNF9KUni40X/POPWduvow0qFEpxAcI/0srBItnspDHtWMNcBpi9jZ0qhHW04x/aYBf6kU43koj32bvIeYQQIm1RKXFNoPeRe/v2Lc7OzgQEBODk5GS0LDg4mPv375M3b17s7OxSqYefn8mTJ7Nw4UJ8fX2TdL/jx49ny5YteHt7J+l+P2byGhfiI6XL1niPAzcpRFWO8QEHADJav8U/1MloPby9oWRJs/dL7tzaimXi02M4aiC+X/G2bOFei+/pwgqCcGArzcjBY+1+LlyAMgaV0B0dpbAHwKVL0f/3zH3eE/O3Sk0qFTU5xBFqkof73FfyRi776y/o0iXyfgzH1U61lnW0066y91+oXz85eyxSwqtXkClTzMvNfY3v2cOsRv8ylFl0YBWrlI7R14n43/n2W5gzR3t7xgzmD7tHMHZ0c9tJhuc349f/1GL4PuDvDxkzxmvzPbWn0ejQcMpwjnNK2STunPhkRbzuJk6EMWNSty/ioxJbfC0qyWwUyW7+/Pl4eXlx7949Vq5cyfTp0+li+EVUCCGESY4EUYYLZOSVvu2HvJuir3juXPx2HEcRK/H52kgrjlGN85RlHBMiF0hmo2mJCdpbfLxfw+cwmLkMYBF9jBeYqo5oQkQV6+JcksxGYaxTJ/Jyn6/YSgXOmL9deDgjmcJQZvHyxUf6fpWAORuz2r/ha9ZTj33J0CHxyfuYLnSJj87H+y1HfDRu375Ns2bNKFKkCJMmTWLo0KGMHz8+tbslhBBpg6LAnTsmv/CpsSAEG/ISWUDKZJwwvnO+SrDxk6XSDaTeV/KHRO9rEy0j76R0gZigILiZxjOTrl6FZs0Svn3BgknXl4S4dw/KlYO1a+O9aUkuMYD51I8a4DDzvagby1FQcYmSUnxIGPP35zqF2UYzLlPc7M1evbXiLc6AcaGrj8E62nCYGgm6qFMyoy/ractURiZDz0SivH4N//2XtgN6m0xcwBYiiUiwUSS7X3/9lSdPnhAcHMytW7cYM2YMVlZJXwh9/PjxMoRaCPFx0Gjgjz/gxg348Udt0GHSpGir/UVn7AjhGNUA6Mjf9MyxJ/r+4vGeGoq1BBs/A4F2rgnazjA75g0ZWBiRuZbSmY2lSoGnZ8LmJE0pBw8mbnvDE9DUOBn99lttVnT79vHe9B3peEUGQogyZ3VCsjUls1FE4cpLinGZ7Dw2ext1WOR7VFYSUKgoldyiIO1YRy0OJ+h9dtX9yuTnDgP5Pek7JxKnVCmoUQNWr07tnsTs4sXU7oH4hEmwUQghhEhpkyZBnz5QuDBEFOAaNy7aalEnfF9FJ3Ic+iv6/swMNv6P4dgSyqEPX8S7y+LjMI1hTGI01TNdjf/GKhWuvDRq6sdC7Y2Uzj67fVv7OwFZdx8NwwBjyZIQFpayjx8UlOBNW7OBTLxiImONF5iZ2ehPRvbQgGNUkWDjJ+Qd6VhHGwJxTNR+2rGWrTSjP/NjX9HgfyjD1uVcpAQXKMXHdDlNhcH7QAKCjQFhDtwjP09xT8JeiSTx8KH298aNqdsPIVJJqgYbFyxYQIkSJXBycsLJyYlKlSqxe/du/XJFURg/fjzZsmXD3t6emjVrcvVqAr48x+ETr5EjPmPy2hYijTJzKonO/EUlThi1hWhsoq9oZrDxR/4HwJ9v25q1vvj4DGMGo5lMJuuEVWPNwWM+YMdTsnCLgjwli3ZB1GBjunSJ7KmZPubPsbj6rigooA01XL4Mp0+nQKcMODgkeNN/aQDAL4wyXmCY2ejmFuP2k9NNpRF7qMYx+PnnBPdDpCGKQif+ph3r6MryRO3qLzqTn3sMike2ntXt65TgMqXQZWr9+WfKZ2S/fw8vXsRrk4fkYjzj2EODBF3UcbcPAOAYVeO9rUghH/H8vEIkRqq+8nPkyMHUqVM5e/YsZ8+epXbt2jRr1kwfUJw2bRqzZs1i7ty5eHl54e7uTr169Xj37l2SPL61bhLroERc2RUiLYt4bVubOWG7ECJt8eA2J6hCXYOhrb1z7NLeMDyJMvOL7A6aMJPvGebyZ1J2U6RFCTjJfvXOmiocw55g3HnGFYqRhefaZW8s9PNBhmADPXsmdY9N+1gL0/z3H7i7w7p1Ma4y7MVwLFAYobsIkOKBVRsTFy7MtJwuOBJIG6Icn2Fmo7NzjNu/szBYdukSeHkluC8ijVAUwtFe+ArHisS8mm0IxZFA7AiO13aFuUYmXnIdT+jdG1auTEQvEiBTJsicWVuZ20z7qct4JrCHhgl6v8tkGwhABl7He1uRQuI7r3ZSCgiA2bPhcSxTEnzMF/VEmpb0E+fFQ9OmTY3uT548mQULFnDq1CmKFCnC7NmzGTVqFC1baicoX7FiBVmyZGH16tX06dPH1C7jxdLSEhcXF54/136RdnBwQCXzWIlPgKIoBAUF8fz5c1xcXLBMzQ85IUS8hWFFPu6RnccsoQdnKadfVthRNyzH8KTEzM+uJuyiCbvANl9SdlekIQP5nddkYErQAXLFc9vLD505QRX9/UX0oQVbIDCQV28iA9r3yYunnV3SdDguH+tJUOfO8Pw5tGsHbU1nEkcMn1Sj+4w+dAiqVYv/Yz1+DA0aQP/+2h9zGV6k6NBBO5VDoUJxbnaH/FygNNcpTE4eAQbHZ/heFMt3jx8zLKLu241k44m2YdIk2LbN/L6LtEdR2MmXABylKpnw5ze+pROr4r0rK8KpyGkqchrobNY2gThyg8IA+qAnZ85Aly7xfvwECwnR/r5wAerUMWsTT25QgNtosEhQsLGs6wO8KakLzKbxolqfq9TMbOzTR3vRa+5cbTFCUxRF5vIWySJVg42G1Go1//zzD+/fv6dSpUrcv3+fp0+fUr9+ff06tra21KhRgxMnTsQYbAwJCSEk4o0eePs29mFE7u7a+S0iAo5CfEpcXFz0r3EhxMfjCsV4RE4ekZNiXKUlG3mLE7l4SGmnu9qVEnBSEoYVodhgjU3Usg7iEzGPgQA0ffU43sHG0HDjE6K9NOQrtrItUybSr/xX316YG+y6tYZGie2sOT7WYKOtbZyrVLC9yDCm0YC92oZx42Ds2Ng3MuXHH7WVsQcMSHiwcc0aOH4cHjyIc7MaHOEJ2TlKNc4ZXAgBYMKEyNu5c8e4j/zWD8mPQYGdj/XvLCIZ/A0HMpfXZOQb/k5QsPEu+TlIHYpzGV6+BNe4C149i5jyASjI7Wh9SlHxCNxsoTl3KMhvDGa2+k6855t8EuTCdQqTm7j/d0UqSc1g486d2t9378a8jkYjQ71Fskj1YOPly5epVKkSwcHBpEuXjs2bN1OkSBFOnNDOUZUlSxaj9bNkycKDWL4ITZkyhQmGX3TioFKpyJo1K5kzZyYspSfmFiIZWVtbS0ajEB8pfaaTziZaUZ4zHKUao22P6FYymNvJzBObVmxkO1/x06v5TE6qzoo0yc36Tby3KZHnLS3YxGZa6tu28xWEhpLF6QMKKopxmasU486rDEnY21goSuRPGj4ZOskXzGEwM/iBHKAdThmHvUHVWEw7nAmgDomobJ3Q6YWiPp8RxQzi0J/5jGYylyjBGcpTwXChlxdHqcopvqBMmAsx5XZdC8nPK7JQmOtkwvwhpyINUxRe48IbXJhPfx6TnbzcT9Cu2rKOYlzBg1tQagY8ehTnNhZoaMUGLNBgR0ic6yereAQbLYi8cKgJi/rpH7fdT0oyhP/RjjVUiue2IoWk5meXOa/Fj3W6EpHmpXqwsVChQnh7e/PmzRs2btxIly5dOHLkiH551GHNiqLEOtR55MiRfP/99/r7b9++JWfOnHH2w9LSUgIzQggh0oQiXKM2BzhocKrupTulb+49Xjv9fQKGUW/nKwDWBn4pwcZPlBKRF5Mp/nmHWVxCWE8b7pOXnxnNX3ThG3TVz3Wvt6sUA8DKIoVOThQF6tcHX19tEZU0OgfxCP7HUaqTBx+mAjx9Guc2lW3PERoYQgkuRTYmZDhbQk8UEzhsbhS/MJOhvCYjXVnOtSjL99KAyYxm0KM9MQYbi/ru0d/WoEIlmY0fP0UhH/d4QwYy4o8/cWcjxuQ1GdhPXfzJRNnH88zaJi8+bODrBD9mohm+huPxv/U3nbjATCxRY6laHu+HtbXQJstco0i8txUpJI0GG9VYYIkmQYWJhDBHql8itrGxoUCBApQrV44pU6ZQsmRJ5syZox/6+TTKl7Xnz59Hy3Y0ZGtrq69uHfEjhBBCfEzsCI4MGgH9mK+/7Wz1XnsjAQGGBmhP8MdkmJu4Doo0axldac0/rHlcPUHbPyY7T8jGaH5GQcVfdIH8+UGt5gzl9esV+XA+qbocO0WB/fvh5k3w9k6ZxzSXwUlcPu4BkAl/bcP9uDO6HHnPZlowjwGRjQk56UvoiWIiToDLcRaAJ2SLtqw0F+jMCipkjGF+sChekTHB/RBpiKLwBm3G8yvizuyNzQ08WUoP9lPX5PIXuKI2cRq7ig4sojcvEhHoTLAEXAAEGMTv1OQwR6mWoM/1Upl8AXhH+nhvK1JIGkxo6sFiMuGv/V+RzEaRTFI92BiVoiiEhISQN29e3N3d2bcvsgJnaGgoR44coXLlyqnYQyGEECJ5qVA4RG0ACnKLhfQF4ApF2V9muHalBHw53EMjFFR0ddqUZH0VaYs3pdhIa64ExjxfXkyu+aYnDw+oyRE8uM1PEfmvhQtz77EtFTkDgC3BOO3fmJTdjplhtlAazr6Yyo/cJR+9+SP6wsuXTW4z611P3uHEXhpGNn4EwcbreNKAvXRjKYuIPod6NY4ylJnUdLtq1v5ekVHmbPwEqMMVfmUIfVkAaD/HBpCwC1tZeEYztlCTw9EXvntHZU7gQBBnnuaCjRv1RWBGMoW+LOJhxIy1Kfm6Cg+PvB2PYKMaS8KwSXCBmAy2QTRhB7UTMxWDSF5pMLNxKT0IwIWldJdgo0g2qTqM+qeffqJRo0bkzJmTd+/esXbtWg4fPsyePXtQqVQMGTKEX375hYIFC1KwYEF++eUXHBwc6NChQ2p2WwghhEhWQ5mpv30bD/3tjLzCxkKXSZSAORvFp+83BmtvJOAk+9aTdEb3V9GR3vxBHiA4JPI1FoIdPuShdCL6aTbDk6A0HGwMxYaf+IX+zKd61Oe+RAm4cgWKFjVqVhQT/7fh4WYVlzGSwsHGIlzX315KD2Cd0fIurGAPjeh1db+p0CsARa1vcjWsEDtoQkHugFIwQX0RaUdwMHzHbKO2+QzAibdU5DTN47GvFmwB4CG5GMIc44WXLxNOVkKxBWdnaN0agBV0xlcXZHQmIGEHkRgJ/EyuzAmW040RTGPQ+4vYx/NhC7k8YwdNdfd6xnNrkSLS4HzD/mREg4X2f0XzU2p3R3yiUvWV/+zZM7755hsKFSpEnTp1OH36NHv27KFevXoADB8+nCFDhtC/f3/KlSvH48eP+ffff0mfXtLEhRBCfLp+5XuT7Zl5HhlESsCQrT004CcmszuoRmK7KNKC168hhuJ2d4Oyxnt3BbMFGt1/SG7y4gOKQu6M7/iPavpluxNbi9rbG3r2hMePY1/vI8lszM1D1tGOGvxnup9bt0ZruhRWGAALDNY3zI4yV0KzUhJ5AmxJeLShrGcpyx7da8PJKijGbXdk7sENCkVmrqXhv60wjwqFfESveDuVkfxL/egb7N2rraAeHBzjPj+YCr0NG8avfMcsvsPJIfL/5Q0uALRjDQUi+mFm0aMkkcBg4zGq6m+Hhcb/ItGK25UpziVG8XO8txUpJA1mNmbkNa74Y024ZDaKZJOqmY1LliyJdblKpWL8+PGMHz8+ZTokhBBCpAG9WcQfJoYnfsevlHkSTFcAjQZfcvCY7HxhZhZbI92cjaffnEhsqEiktsePIUcOKFwYrkUt0QEVnW4Atczf34MHFAry5iGdsUBDWc7xDO382SgKjjZhVOWYfvXcPEhc/0vr8iLv3oVDh2Jez/C1nQZPiNRYcCFqjqepgKGJYFpjuwNsCm7C7wyKdb24O5GymY1hWFGBM1ygDAvox0CDZc+InFc9s23M2WUbgxpygDL0ZDEt2Qzv3yeoLyLtsLfV0ISd/M63APTkT1qzgT00pArHgf7GGzTUTR+QPTv8ZJxZtYtGXKUoNThCNE+f8gej2E1jMvpuwVPX3J41VOE4Lrwx2NGuJDk2syQw2NiAvdq5cQFbq/j/L78ISc8VilOaC/HeVqSQNBhsNCIXe0QySXs5vUIIIcRnzpecJtt/51s2PNcV/tBoyIUvlTjFpXvpTK4fk+xWzxLbRZHaduzQ/r5+3ah5J42ZxjBqunjHb3958mA1/Hty8ojsPOECpblAKXzJoV2uVhtlM5bgEvz6ayIOQCeG+Qz1Uiuz0cwAfhjWlNcVSwEYygyzsxPnOo3iJh60Z01kY0IyG1M42GiFmguUAWBQlDn5mrCLXrrB06GamIsi/PB6NLtpTCs2cRMPOH4cRo1KUH9E2hAepugDjaAdTl+Wcwxgnum5FyM8iH7h4inuDGMG4xkfff38+SnHWRqxi2yOb/XNmXlBOc5FZjWmtATO2ejCG6YxjNNUwNYy/v//xTM+AWAzLeK9rUghqVkgJobXohvPUaGwnzpp8kKe+DRIsFEIIYRIY55GZJQBxbhMTrRDwYYygxZuuuwytVrf/iHYvBObZXRlAmP5KcPCpO2wSDOOUIPhTOdvvzrmb6QLrPmTkXr8iwqFIcxGQUUOtMOcX721ogmRWUJuvIDvTQ/3j5e4gnqpEWw8fBhcXWHNmjhXtSYMV14AUJNDlHG6a3bAMOC9FaW5QHEMAq4pGVA9YiJrzEzr+RqA8rqiQYZ+ZjQ38aBvnr1m7es2uvkaf/klwf0Rqc9CZfy/XI1jDGAeBbnDFEbGvGGUYEh/5tGdZdpFmHh/aNWK9LyjIqcp4eZnvCsUVCj05M+EHURiJPB/dy3tGM50/qN6goI+WR20GcSOSHZwmpUGMxtf4gbASSpBSEhK9kh8RuL1yg8ICGD58uX06NGDOnXqUKlSJb766ivGjRvHiRMnkquPQgghxGflT3rRlWVk5hkN2cNDcqOgYgbD6JFVF/DRaJjMKBbQl7xugbHvUKcrKxjLJDxt7ydj70VquqEbVGhBPE5adSe4lynOfrTzZq+nLQMNstZuPXY02kRNMmZqvHwZeTs1go1t2sCrV2BGQcJ75NOftHVnKe65bc3PTsycmSAceUwOTlNB27ZrF8ybF7/+Gj5HO3eav93t29HbYpk/L0ILNtGGf2jFBs5QMdryU3zBGCbxz+NKZnUj0UPyRZrw4QM0YYdR23ra4kgg1pieWxaIFgy5SEkARvEzK3TDi41oNMzgB8YzgReBkXM6euu2A1iSGoVSDN+f4hE0rMAZSnCRcKwID41/sDG/0wuOU5kdfClV3dOYl2RiP3XQqNJeZmNWtBmxa2kHjWRiHZE8zAo2+vn50atXL7JmzcrEiRN5//49pUqVok6dOuTIkYNDhw5Rr149ihQpwrp16+LeoRBCCCFiVI5zLKcb/mRiOsNNr6TR8A1/05dFZHaKO0BgRKpXf7IiCjEMzLbJ/I10J6iaKF8LT1CFtqwFRSGdtXHmw0nMCySZ+9hGDANmqVGN+sULs1Z78NqJMUzS3+/MStrfGGu6nyb+566EFGQY0wD4gtM8Iau2aM7AgZDQi/gtW5q9aijWPCWL9nEjmBFs3KIbrrmR1tGW7aAJzdjGetry38siMe7j23RLac5m1vM1xbhidp9F2hUaCjv5Mlr7e9Jxn7xm7+dnRgMwmdHsonH0FcLD6cpy+jGfjLaR2Xy9DWqfF+FqPHqeRBIYbPQhD5coyUim8sw//uUUnnzIgD+ZtAFdGQ6bphTnMvXYz983y6V2V6LZSRMArlEUrqbC/4v4LJgVbCxZsiTOzs6cOXOGe/fusXbtWmbOnMnPP//M/Pnz+e+//3j58iVjxoxh1qxZzJgxI7n7LYQQQny07pIPT66zmB6xrqfGitKcpyTeaFARjiVqjS5oodHwPTMZxjQCAs27aj6Q31Gh0O/Z+EQegUh1MQSMc+JLLh5gSTwCc7oT1FJ404mVdGMp6dHOhbaetqAoFMv2CgUVxbkEQCg2iet/BFPBxoAAxjCRrizjyqtske0pFWzMn9+s1bwfubKOdkZtNqowszMbF75pa3Qx4YUuQxKIu0q3oQRmfy6iD1l5Sn7DOe5CQ+Pc7kemAGBNKDcoZLTMMOPVw/FJjPuY4zKO4lymDf+whvZm91mkXY52an43KhcEDXRFyWLNhI7yXrZIVxxNhcb00GC1mmDs2E9dDvlEBjG9dNnBLdiEF+UTcgiJY/h/H4+gXzB2+tuKOv7Bwn/uleUrtvMb30pmYxrzVHchxzcwQ+p1IobvCnnwYRjTGIlMXyGSj1mXT65evYqbm1us69jb29O+fXvat2/PCzOvCAshhBCfoyHM5iae9GIxb3DhLzrTjWV8p1u+kD6coQK1OUgnVgGQCX/ekIGGl0+zG+1Jya9o58zr/3Y7zmY87jzdieC+oMpJf1AiZcVwUnkrIvhjXcX8felOjDPympV0BrRFC37le1rzj3YdtZphTOMyJQCSLhstKAhOnYIKFSLntQoP52fGAJDp/nZmMlPfhxSRM6e2SnYcNGrjv0FhrrGi0EwIH2vWw1S388Il6Al9WERtDmJpOPTd2jpeXY7slPnBikO6auXBRA5F5c0b2LJFWyk4Vy6T203hJxbSlzdkoAsrOG2wrB779LdbZT0BUYKxhiLmajSsYJ2qFAX+/hvKloUiMWdlCtNsbZRoBYNmMpS/6YQdwfCkMmTLFsPWkfbppnKoy378DLNuI6jV+JGT23jw5kNkRlZufHhAHn5kKmtpx0tc+Zp/4pFTmUhqNbMZzF3y81u4GnPHD/zMaBqxG3s+kCPT6Hg/bHprbTayN6Uk2JjGKBGvgsrDgbQ1VFmNJUOZSUZepXZXxCfMrMzGuAKNiV1fCCGE+JwMYbb+9s+M5jIlmMX38PQpAHMZyFJ6kHFQJ/0wyzforozrziWU8MjAy41H5lWjLsQNAH5xTYIqwiJN2kxzurCcv541MH8jgxPUx2TjLGX5jl8JxpYurCAwzFY3T9ow/Xq1OZg0HQ4NhUqVYK5BkMIgqOhu8zqy/bXB7TSgbPanRvfTEUj5y0th+nSOU5lfGcJhasS4/WCnZTjynu/4NfocmwkNNsYj2NCWdZTmPD8w3aBTg6FPHxgyJNZtq3AcINqcjQ58IAQbAnCiaLpY5mJUFM7oMtFOU5FXpGLmT4Tt26FzZyhaNLV78nEy8dorxlU6sJq9NIi5Im+UzKsBzMOKMPZRny00j75+eDgTGMcxqtCywCV983SGUZ0jLKU7PVjKCKZxhwLg5xd9H8lBreY7ZjOXQZy7ad5nMsBwptGJv7Xz7SZgGHT9nNcB7fyxMow6jUqDBWLceIk7z5jMqBTukPicJPiV/+7dO4YNG0b58uUpU6YMgwYN4qXhhN5CCCGEMCmXroo0wBecAqAqx2CMNpurcrrL1Gcv7uVy8C2/sYC+rKAzr8jA+iLjAW0BkC84SUb8cbKLe+gjwDWKEI4lX6fbnbQHJBJn3ToYNSp+J4oxnEBcpCR/0YVT7+IRMNE97iWKk4PHlOcsufDFjhCasoPOl3/g1B1Xo03s+WD+/s1hGGwMD+cahfGiHD3z7I9s79MnaR8zJoZBE3//GFfL5fSG5mzW348Yxsm8eeyiMd/zK5t18xua8jo8PX/RhasUowSX2KGbQwsAW9uE9Tce2rKe85Q1nhd2j3bYK5s3m94I8MOdb1hJR/5mLgOMlh2mBt+wklt48CI4fYz7qP5iAz7kAWAd7fRDZ1PVtWup3YOPWniYQk7dZ5sNkXO87qM+5ykTc8AlynvZVYoSjjUZ8aejLrPfiFpNZU5Qi0N8CI0MYH7JDv6jBovoC0AXlpOdx3DvXiKPzEzh4bTmH5qwg1yuQWZv9h5H3pCBEGwTFCx0tAqhJoeoxlHJbEyrUjHYeF3twT+05ixlTS6fwHjUCQ8JCRGrBL+yevXqxcuXL5kwYQLjxo3j3r17dOzYMSn7JoQQQnyS7NAOe7IhhDFMYiF9+J5ZsHcvANksn3ELDw6ddyYHj+nLIjqzkgy8Ib2l7iRGo+EklfHHlSrv9pj1uBYoWKJBZSEFYtKUdu3gl1+0QcdE+pNeAFRL723+RroT3AfkNrl48/OqvAmKnKNxDt8aD/lNCiEGBWg0Ggpzg3KcI4O1QaX1lBpGbXjC//x5zOup1UYVuwG6swSInIftNwZrF5gIDqcj8tiuUJym7EAfKrC3j7Z+TPzDnDjJF1whYRl58+hPPf5lGV3NWj8bfrRjHavoxADmGy2rxWHW05bynOX7azFXBPZTZ0FjMI/fBUprb8Rnrsqklj7m4KiIm/9rC3zRDr0PxThY/owsZgfScvAIgFdkogB3oq+g0RCKDWHYGGUEO0S5AFKbg9gSAhlSKGtWreYf2rCDpvEq2valroL39/yK34v4F4jJkT6AQ9RmG80kszGNUaGgQmHI/iZxr5xMNoc0og3/RLugs5Wv9LdjnVNViEQwO9j466+/ohhcLfHy8mLx4sU0btyYZs2aMXPmTE6fPh3LHoQQQggB6LOdQrGlCifowx+U56x++fiA7/AhL0Pn5GIXjdhJ48grz7rPYkWtIQh7grFFmT3brMc9SlUm8xO7A6sl6fGIJHLHxIl1PPmTCYCq6bzN30j3mvLUDbOP6mi57yiX7Qm7aUgRrvIjU/mVIebv//597dyMsTEsTKJW44c7j8lGaHiUr6opcTIdFhZ5O5aMlB1X81KXA0Zty+gOwDraAuBOzEM4v3k5CyvCjNr0FcHjcZxjfHtRmZMUj+c8mg/JyQDmMpB57KeedhhnPKgiAj1HjujbshA5tNzOIuaM660ZujLYYDqJXvypvfFl9GrG4uNgoVJifL3HZ4hvL/4kI9qM4h+Zym4aGq+g0bCWdvzKEN6HRAbnurAciPyf68JfHKNqygXgDC+GxOPCyJl0dfS337yLf9BnyfXKfMFJpjFMMhvTqFfBDqn22BktAsjPHVwxHoFqWBgsXgXlhIgHs4ONd+7coWLFily4cAGAevXq0aRJExYuXMjvv/9O586dadAgHvMDCSGEEJ+p9bTR375BIbbzpTYrSXei0NJeO8y5QtFAmrCLL9nJVpoxgbGsfFYfgMB3Co66cKNhNUvmzYN//jH5uI3YzWgmM+N192Q6MpHa5jGARfQmg0WA+RvpTsbzcp/reHKDQmQyODEp73QTV/v3lMKbaxTlAw7aIX/muHgR8uUDDw/t/ZUroWTJ6OsZZjaq1WTDjxw8Zq1vFc5RhnOUIQwr2LrV/ONKKMNgYwzD1QEevXaM1jaKnwF4TA5Ae2HhGZlNbv9M7Uo4xnMz6jNG4xGseBnmYva6huYykPkGw6DPxTDMLqp3pCMbj1GwYCMttQV+dHbTiG4sZSJjWFo85rlhi1jfZhC/8xffcITq1EM3XN7bO0HHIlKfW4ZwevNHtHZPrmuz92IK+kX5H6vCcV7pLpocpypjmASGxUfVajbSiu+Yzc77kYV8/qYToH0dj2YSDdhDVvySNtg4ZIi2gFCwicxFjYaB/E5H/sb3mU305TEo5xmZ4eyW3vyMyAiP3mfgNF9wn7yS2ZiWKApraMcsvmN8zSNxr59M3irpuUsBnmBcnMmTG7zBmTc4az93NBo4c8b4s1iIRDI72Dhv3jzmzJlD9+7d+f7775kyZQpNmjRh3759HDhwgK+//prly5cnY1eFEEKIT4NhJd//MYKv2M5UftS3hSg2eHKd6d8+0re1YhPjmcDK59pgoyYsMhhxmeLaG7duwcCB0CYymGnoPdpJ63NaPTW5XKSyWAJb5mrLOpqwk1BNPIbj6U5QrVDjyU0KcUtfvAMgINwRNBr9HHtA5PDFucbDiKPZskX7O2J4bOfOcOlS9PUMT5INbh95WZQKnKEc57RZmylR7CE8PPJ2LJmNDfLdjtY2hkkY5ha1Yy3uPOO+T/S/7RqX/syjP55oCzzYGQ4DjUewcVLOP/iTntEzwOIQdehcCUz8XUxIx3uekB2A1mw06mtpvFlKD8bwc+xZVopCRl6xkybMZWC8+p1skuD/77OmKExkXLTmNbTXBiHNDDa6Y/z5dI5y2vcNnYAga1bohvzncHzNJYqzkD5k5jluaKc9WEhfjlBDO2djUk6/MGcOnD8PGzdGWxQWqjCPgaymIw+e2ZnY2DQ3mzfMoz8XKYFruvgHG2tk12bEL6GHZDamJWo17VjHd8wmn9u7VOuGFeFYERYte7E4l3EhgLOU0zbMnAkVK0KrVqnQS/GpitecjZUqVcLLy4uMGTNSqVIl8uTJw8aNG9myZQvDhg3DPh7zywghhBCfq6HMBMCZNyynGwA7+FJ/onA3PBc3KIyCio20JCP+ZOUJfVlAkwwnAXDasVofpHiBm3bHsRSzAJjNYEYwldGZFiTHYYk0YC4DycFjfvAdbP5GutedPxlpxhYsCedXvtMvXujbBL/XdnhRXt82QlclnUGDYt+3uQGcKEMQxzOO+uylZZbj+rn97pM3ZU6mzRxGnd3xjdH9TLzEFu3Q4X7Mx54gHugCtLuu5Iq2fQZeM4D53KAwAB1YHbkwHgGSQnYP6MkSGrLX7G0A+rCIDbTiCNUJwIkpjDR724jAZhaeGvV1Iy2Zwo94UzLWv9XGD41ZTE/W0Y5/aMMZg9eW+EjF8PcujTczGWp2sLE7S43uN2IXHDqkv7/6cnH97Q4FzlCSS/RjIdMYTgi2ZOcJL3EjGHtUKMmT7Wd4QSKiKSzy+LNnML9AzNIHdRjAfA5TM0GB0XzO2s/9ZDtWkTCGf8vr11OtG9+n/5MwbFhKD6P262izgicxhnAstYF0gJ07U7qL4hMW7wIxVlZWjB49mu3btzN79mxat27N06eSISGEEEKYy1o3T1sALvxgPZtMvGQUk/UnMCsyfs8+6lKsQDAt2Yw/rjwhOwvoz+Bs2iHSqt9/4yd+YQZDKawLOhoFRkyc+A3mN6YykgK2vsl7gCL5xRDEu01BADRKPLK0dCeoFynJNpqhwZK5RAYR737IxtH7OfiW38nu8CpJ+hlNlGDjOCayl4Y0cT1NBrSPmYHXKXMybdiXWB7PRmU836IaS/6jGipgAf35gHaerjOUp28eE0Wcouz7OoUJwEl7JwW+W3twm878RQ3+Yzld9fN9xqUnf9KIPTRjC4/IYRR4ac1GfmIKpfFm/sOY518cFjiW4UzX3zfM7BYfJ//XMZ9WWkQM0zTDJUoA8A1/8ZJM7KKJ0dBO37dOkStrNORA+3nmwhve4my0r/zcTZ73DBOfrzZWGk5RkeNUJldG8zPZKrjcpipHsSWE0JD4X0zJbP+OfdRlDw0lszEtUav5kSk0ZzMnV6dQRXQTFr9vT2nO8zOjTC4/Qk3eYaI41g8/wIAB0duFiAezg42XL1+mQoUKpE+fnipVqqDRaDhw4ACNGzemcuXKLFggWRJCCCGEOTQGH7/Ty63nJW4MY4Y+yFHx+XbqsZ8cjYvHtAsICeEb/mYos8jHfW2bYbBRMhw+PvEYxqnRQAg2hGA8N9hKvgHgZ/c4hjdH3Rna4VamdM26FxebIMpwDv+QdObvNxZTGUFNDrFWV0jF6PVqmDWkVnOWctwnT/IFDqLKZBB0iyXT6MpTVxqxi8w8A+ANGejLQgDyEnly+QF7LEM/RNv+UEhlo/snqRw5F+bixWZ3d+fryuTlHh1YZfY2ABpUBKGdd3Iwv7FMl2Wt9+aNyTkUl6CtMr2V5lihNs4ENXDwlYm5OXVqWp+gIbv19zfTUptdIz5aQR9ifv9aTlez/3cj/odW0lmb7RdF07xX6c0iZjMYNBp8yYWCii+JnpGVjsDkqWJv4lgsLRQqcobKnIyce9UM79V2HKMafVnExftOcW8QxeOgDKhQtEPG5XM/7VCr+R8/spXm/EXnuNdPJk+VLHhTGl9yGrVfIsr3S8NA9YcP2mHV8+eDr1ycFglndrCxW7duVK1aFS8vL77++mv69u0LQPfu3Tl9+jTHjh2jUqVKydZRIYQQ4lPxHZGFE4wSEaKcFAWHWFCFY1TmOO908y1GbPCW9IziZ8YxPnIDw2CjiROsiYzBAjX9n45N7CGIVObtmwk7QowqSgJkwp9MvIycU9EcutdUGc7Tko20xHg+sloZvKmf7w7nKEeXQqfj19EYAqjXKcwRakaeABlWow4LYwRTGcBcHr93IR/3ycMDrAlPkcyd0PyF2UMD3uMQ68n76UfZ2U1jnpNF3+bKSz5gx33yATCUGdoq35s2Rdt+VNBP0dqceKu9Ubeu2f2d+qQzPuRlDR3M3gbgOFWM7v9HdeMVPDygdGmjatMoCgP5HQArwnhEdqNg4y8Ok/S3O2YxrtRtaKnTEHbTmJN8oW97iWu8+p/kZM7GRHFJZ/piBcAbXKL9L52nNIepwctg4wsYf9JLf7s1GxnLBKPllbL6kJf7LKcrC65qX7OvcaE1/9A4SsAxHOsUy2xEo+EJWfEht8n6MTEJDI8stqXRxP/9bdn1itTlgHbuU8lsTDsMvoMV53KqdSOr5XPyc4f0GGfbZsKfAcxlBFPJwBvj147hbcPPZiHiyexg482bN+nfvz+enp4MGjSI+/fv65e5ubmxatUqJkyYEMsehBBCiM/cu3egKDwzCE4sfdmULzjJ/xiu/3I6M/142rKWXb/f5QRVOEllKnMCW4JpeE073+M70vMLo5jIOILQzZlsGGw0MafUOCaiYMH+93Jx8GMXERdRMA6Q+JGNl7iRzeq5+Tvz9WUHTThIbVbRkX/4mmw81i8ODLMFtZprFGbRtWr69oigk1kdjWIA81hHG5qyXXcgBic3YWFMYwTzGcD/fNrqA6ABOKVI5s4E769oxB7asD7WrKicAZGFnqrleUhVjnKIWrwnskr1TH4gC8/Zyldw4oTR9jWsjkfbpx264aLOztGWxaRSOu2JbB7ux7GmsVV0NLqfjyhD/SIqAH/zTWSbRsPvfEs63hGOtXZ+PYO/yUC7JdymAL7koIXbsZgfXFFQADdeUEdXiXoA8+LVf5G2pHeI/F+pXBmqEPn3P0klePLEaP2ynKcWh1lzs4xR+yZaGt2fRJSLYxoNj8iBN6XxC3LiALWZT3820pqjVKMa/0VbP8mZCOp9CFaRnSfkxYfz91zM3tV3ebeylG5sogUV872Md1dcbLRZ02cpJ5mNaYlajYIKBRX9Sb0RoIGKI3cpwGNdUa8IzgQwmp+xQMNF3dQFeoaf2xLAFolgdrCxZs2a9O7dmz/++IOOHTtSpUqVaOvUr18/STsnhBBCfDKuXAEnJ2jfnuERxTWACb7dOc0XzGGwPrCxIKgz62hH+nSRX/KuUJxQbAnTVRl2IHIC+t000t6II7PRHW0l36mZZyXZYYkkFI/MqqLZXvOErFykJDyKrFp+iJr0Zx5L/ZuZvS+lQgWasoNmbOM6hblJIU4ZZJw9CM4CajW5eWC03TxzqgjHcEx/04keLGEbX0VfaBAoV2nUbKYlm2nJA3KnyMl0FtsAQDcEM5bHq3XqF/Jyj6w8YXWHnRylOpZosCOY75nJtzaRJ5iXKAHPnhltv8RuIOv52qjtGZkJxRpNuPnHOS3n7yio9NmU5jpvaVyUxZH3qE2dGhgOo9OdeNZCW7BjH/WN3mvS844C3CUHj+OsRq2gogB3OYA2i3MTUgX1o2bw9y5bFoJ0c5YC3KQQfGXifx3wDcxgdH8wc3Dhtf5+dh4Zb6BWM4B57KU+nfMeoy4HGM1kCnKLGhzhKkWN10+hYOOrAINpAOLxmONvtWc0PxOAs8kq13HprMs2P0llCQylJckxfD8BvrC9wDjG0yrKiIV0vCcrT5nCT5TiYsyvHXlNiUQwO9j4119/UaZMGbZu3Uq+fPlkjkYhhBAiPn7VDZ1et047rFInt602AFGd//RBlnLWF6nCMZzTRX5Z/ZY5+JKDtR7aLI8M+TJSh/3YYjBeK47MxjsU4C3p+Sr9oWjLxMfl3ANXsuFHRU7DvciMtMsUZwH92ffui1i2NhaOlf52GS5QhOv8xrfU4DAAo+91Z8ctDxqyh46e5/TrNsBE0ZOoDION3bvrbwZjRyDpI+coNLDP1xOAHPgyNMvf+vYXuKXIiU/B9E8pwUUasyvWE0ZrwinBJfzIxk63rvr2dLxnpscfDKx+mVJcwJPr1OYg2BjPr4lGQ1O2s5PG+iZ3nmFLKBcfx29I8VvS40sOXuNi9jZ+Gnej+zP5QRvwiI2i8I50/MAMWvOPdhoHg/caq1fPUKHQn3m8Co15fs8ab7YavQ8COBIY7bF4Z36hDZG6wkIj/zddXOACkRmLA5kLb98arf8jU2jLWjoWPm/U/oRsvEEbgMzG42hV0n+/UJXSXGAN7Sng6Kdv78tCdtCUVwaFjs5TOsXmbLS21FCH/dTjXyrnM7/A06vQ9DwhuzYj2sR0C3GxsQinPGeowGkUtWQ2phlpJNiY0TKACpyJ9n5rqCaHYh5GLUQiWMW9ilaGDBmYMWNGcvZFCCGE+HRduKC/mY3I4WQjcq2h5ZVlVOZEZIEYq/PcpSlHzqWjLvvwIQ+d+UubLWSlm+OufXv2T65n/BhxZDY6RmRDfpAT+DRp4UL4Kfo8fqZEnFSqUMAq8uvcfPoDUMfxFBgEsWKjMXHteQbD9LczWL7lydt0HKMaDx5HZhyZzEqMyjDYuGyZ/mYXVlCNo5TlXLRNHoRrh3s9Iie53D4whF95TuYUK4DQ0N2bUI5RlWOg+TbWddPzjkyWrzlzOQN/cJaSXGQpPQjCgUGXeuJNaVbQmSqcAMsoBVA0Gm5TkCbsirbfV4E20dpi8k7tgLNurseqHOWomduVtfTmUbjx0LpQbNhLfcpwHjdMDOnUaHAymPvrH9qApp/+vlp3arGA/jy6UZJtMTz2fU0ufMlh1HaEGsYrdewIa9Zo3ztLlTLzqESK+ucf2LsX5s/noZ+1vnnSJOPVHpKbd6Qzqnk7Bd17ndt3Rutmwl9/eztNKcMFo+WhaktCsNNeJFGrWc/XvMWJpmxnKJFZ+wtcR2P7MiTFMhszu4SyH91nsrLE7F21yXqUf/yqMpB51GU/heLZFRebIM5QUXfvcazrihSkVms/n4FfGBklZJ5y1rz/inF8T18WGA3mXkM72rMWgAbsjXkHEngUiWBWZuPDhw/jtdPHj+WNTgghhDBiEGzUD3sG6mY4x3fMpiJn9AHCOUG98KICs1e5MoZJ/EkviqGbHy7ii59hYDFz5uiPZyLYeJayzGYw/z7wSPzxiKTn6xst+ycm+Zz9+Z6ZtGeNUbDxLvkBaOx4JKZNo7EhlBBsuEVBk8uXFpxCvVw32UArirlFDgU+R1mzHyOq+fSnMyvZS4PIRl1QoPSB6fomdUg4v/I9q+iEJzdTJNi4xbcs/1JfWzAlluyUBZ5z2EozmlV+QdOmcJ6y3MCT75iF460L+H5wJS/3sIvIPra3N9q+wocjlIihcECJLM9Mtpvyw8PIgOhpfdAhbhfVxUy2X6EY3xPDVAumTjxjeI4iTrRN2Zi+G0epSi3LyNepI++NV1qzRvt7VspM+/AqyI6iXGEiY1Lk8T4JbdrAkiWwZAkWqtiDEjbEUGgiylQLfVlIRl3AcRJjuBtleoDehY7wL/Woxz6uv8rC12ygA6sJwJlB/KZfr9/LnynKNZ6+NDu3xnwxFIiJdXkMLgREHl/UisHm+PNaFeqwn4X0kcBQWmLwvhhnxngyymT5hvzcMQriAxTktv52BoNpCwDj15HMAyoSwaxgY/ny5enVqxdnzpyJcZ2AgAD+/PNPihUrxqYEpIALIYQQn4sZ/KC//Sw0AwepxTUK67/g7XdpTV8WsHfRA2rwH7U4zHK6MoOhrPPXzm9282UmVChk4iXkzq3dmeGXQhPDqJuyne+Yzf8YkXwHJxLHoLJvbF4HWjOLoSygn1HG3Ax+YBbf4aQyP3tVBdgQRj7ucZaynMO4YINaDXnTvaAVm+hZKjIT8QnZzNi56Tkbs/CMAtzme37FAjUL6Ash2uIohhW2tz+vyHU8uY6ndj7BFDiZXulTlfkMoCWbYz3R+qDY8Q4nlh71IG9eWEgf+rGA2Wgzta69y8VYJhKMHR+w0z4XzyML99xV8gJggfaktAhXyYEvTdmGq/376A8Yg1shufS399DQ7O18lNxG97PwlH+pz1wGxnxyHOX58IpSlGK3QyvasI5ZfMfWIjFn6Za3PE9VjrN3awh2aAtcGM4TasTC7FmfEmW1VwGuUZRxTEyRx/ukPH9O3mwhKKh4lLV8tMUOvNcGGwMC9G3fMYt6/Muxx3mN1i3GFf1Q6C20iJZBnd7qA/upSxf+YsndmoC2OIoHt02+/l+8sozWlmim3ocUhcn8RC/+4Ooj84NLnuki56TMg0+8u3L7jRsHqcNtCkpgKC1Rq5nBUEbyi3YagVRigYa7FOA6hY3aS3BJf/sBuWMeRi0BbJEIZn16X79+HWdnZxo2bEiWLFlo0qQJvXr1YtCgQXTq1IkyZcqQOXNmli9fzvTp0xk0aFBy91sIIYT4aOU1qBo793Fz6nCQMUSOOxsSOIkzVOBDcGSgZhjTGcYMFjxrAYBG0S57RSZOvdHOcWf0pdBEttFTsgKQE99oy0QaEXWobQwyFHSlP/PowRKjYExfFtKV5Sia+J0g1GE/VThOFp5RhgucMsiQC1Vb6k9i6+SLfO22jjLhvEkxBBubsZVB/E5WnqBgoc2C0z2GC5EBiRXPG1KE6xThujZrLwVOpsu5RAY7A9/F/Dx2zx459MzZGfqyiM6sNFqnG8vpwl/M4nto2xayZIF9+wDYbdmUtqxFgyVtWMdViuFLLrbRDJVi/nFOzf47sxnMAWpTG4P5WMeOhfbtY3zOBlj/YXS/IqfJwSM8uWF0ImpEV9glQgW8jN5rGlrtZx3t+I7Zsf+tdO9VP6wtR3rdsOxuLDe9bjwKJyVG46IPmcBYbYaYiB+LyAsB2a2eoSgwkl/0iwNw1r5qDC6mzOY79lOPTXeKR+5HUXDCOLv7e341fiyNhhw8oixnyW7zgi84SXXd5AHpecdYJuhXncO3FM9tXrZ4vJgIwNz2tWM0k1lML3z9HUxsZFoOu5cspws3KEQBgwst5mqexxuAuQwkJFgCQ2mGWs1QZvELo7RT4KSSmN4+63BAf1s/pUEECTaKJGJWsDFjxozMmDGDJ0+esGDBAjw8PHj58iW3b2vTbzt27Mi5c+c4fvw4jRo1imNvQgghxOdtAuMAcOUFMx61B7SVWC+hPem6HF6Y85QlKDRy+JcGCzqzgvrO2sqTBTO8pIxuvrubH3SZTXFkNo5nHAP5nXEGJ2Mi9a2gM4vojT8Zzd7mQ4gFLrzRzmNoEOxZTlcy8prOT/9n9r6CseUgdTjNFzRmF3m4r82S0fnVry2PAtJzlKo8fu9i9n4j7KEBPkRm0SnARloxmN9oySb8cOcbVupfv3fITyVOAFDd3ku/XRVO8O5DMgyJjKJz7sihvRp1zCdaLlaB1OQQWV2CeGBcqBv/wlV5WreT/r4V4fBUVzTif9q/TQXOMIMfOEgtHAiiKFdQoaBC4b6/k9n9reh4lcH8ZhxoBO3EeWvXwokTJrebF9bb6P5eGhCEAzP4geFMM/1guhPP/6imb7r9xk1/e19YTX5jkDY7NpaT1J1h9dhAK377OyMvMDENhKEUCjbmc3vHWCbRhz/iXlkYs4y8IBFx8eMAdfSLrQnnKVlMviZKuvkZ3Z/IWGwI0d8vy1mj5Sf88hKGNdMYzne5NnJalxE7jvHMZSATIz5frV7zLb8nzwWK9eth507w9ATdyL+g4MjT6oKZA2LaMpq5Pl/SlRUcolaCulI8gzYzMhRb1OESGEozUqtAjEYDdyOD1r2c1hGKNetpY7TaUaobbyeZjSIZxOsbm52dHS1btqRly5bJ1R8hhBDik+fCGwBe4kbnzLv567n2Ql0fFnESWG7fnw/v1Xjk+w1PrnODwuykCTX4D7KWB/pjpVJTj328JgPv1XbaHceR2agfHmgbvQKwSCWKwvfM4hWZqMRJMpl5Yuzz3IFfGEVRrvBteKB+Xw/RBp7DNeYPHQzGTn/7MiUA7XDcocxgJj9w4l1xbG9l5gcmU31XZFRtEb2j7SuqA3dy00hXtVpBxe8M5GdG05m/aMtaHpOdwcyhMbvoonvN7qMeJ6lMZY7znfMyvvcbrt/fustF6Gn2kSVMFpvX5OUeQTgQGhLLiZaiEI4Vfm8cuHo1sjkv97gQXJjTD6tQnSO0Yy1dDbP2Iv7GGg0fsGcRfVhHO6Nd3/N3xnhwaewOUJsNtKYcZ+kRdeGHDya3yaJ6xjMli/5+CHY0ZQcAG2hFK0xMi6TR8CNT+B8/6puuvsqqD03X/7BV3z7Pb4auXFF0vd7Pxk+XaW1I+5qLIoWGUYtEsLDA74UVP7EUx1eWzAiGRuw2KFwCaiyNPqNu4kEwduTzaAoRr39FwZtShGJLM7bQl4WspR2+5NDPZrj3UVEm0pwBzKV22Gb9/upwgFtEzkdc19kL/EmeYON//2l/ABo1An9/8mV5z0FqYYma/K4dzN5VGac7vHoWigtvCMMK67g3MWJvGcoWmqFCwcZqTjy3FslFCVfzCz/hQx4GMI9SKfXAPXtqi7EtWAB9+7L8XSuW0pSWbGJoDJt8xywJNopkIZ/eQgghRAozLIQwI3fkXD62umyOmpZHacQeXDKomMwoltKNQtw0uZ/75MP7g65+ZRyZjXry5THt0Gj085MdpLbZJ8bZXd7zLXPoyCqjwPIvjAJggYv5tS9tCeEHplOB0/q2VXRipm5u0Z6uW3Cxfo8HN3n8LrKerCc3eI1LrPt+HWxcFOVbfuc5WZjBMN6Rnlt4sJ62eFNKf+wWjtohiCeoAmFh1EU77LgBe+hQLIbhvUkoVG3JffLxDHcC38ecVXfmjQeWqGle1hd/g7n375OPuvf/ZNPTyvxHDd7ggn1EkRjQ/v8pChuVFiygnz7QOIvvcOYNHtwkezrzM6P+O+dAXQ6wkH70ZEn0/+8Y/t/rWhyK1laKC7jyIrKoTVSKYhRo/I1BlM9wx+Sq215VjbHPX1idpTrRixjNMnU6nELBxnsvncjGYwpzLUUe75NiYcGbdxYspxvz3nXG3h4mMB4AFRq28yWZeW70WvTgNiW4TDobg8IxikIHVgOwleY0Yg8r6MrX/KNfpYTLAzqxkvJ4QXi4LhdYRTWOUQpvXHlBSby5H5KdCpzmxgPj96AkF6i92JPePpxaHNYO6Y5HgHNUgXWEYkN71rKTJvF++MfvnMjCM0pzASsLmbMxrdCEqfXD6qPOO5qsli3T/h4/HoCH6uycoAr3ohRaOk5l/W1L1PK9UCQLCTYKIYQQKawXf+pvb/WPPCFfHJGzZTAcrSWb6cZy3NFVp40oInMvH2N18zwefF8BgPAwhcdkww93k5mNC+mDG8/pF/57Uh+SSChFoapuvrEcPDL7JNXaUsM8BjCFkUZ/a0cCsScISyWWYHMU9gQzneEcoyoN2EMDXSZihOZOh+hR8D9u4smhnqv17TX4j3q6QGBMWpe4pQ8GgPYEZyMtqcgpdtGEG3iSjcd4cEt/7M1zRhaheRdiwz7qo6BiD41wsAwx+ThJaYB3ZO6ko3UMFXSBnS8rcISanL2fkbwm0hDPvfXgT3rSmF3GCw4fhv/9j29Yya98T37u0I/5fMds3pCBm3jimfF59B3GwHDIc0N2Rz9pjOE1tV0dfeqjX/mODLxmSfT8SK0o++7IKrLni8yUrmMQwGyf6d8Y+7zJ4RuOUJO//mc8hHYgMbw3PXkS476Syu6rufAjGzeiFFIQZvD3J7NLGFMZwf8yGk/hoGBBdh5jjfF70g0K4UU5XgUbz2/4F52N7jvwnh+Yob/fKscZanOQP+nF9AfaoaHX8aQry9hAa16TgYuUwivQEy8qEBiUdKe7G2nJKjoYX2SJGOavKATgxHPcCA6Nx2Mqir5yu5r4F7OZfaUOlTjFfPpLwCgN0YRFfi57cCvlO6B7LeS3fkB+7min8jCQmcjPmKocIzBAzSOya6dzkcxGkUQk2CiEEEKkMMOqgBHf46pwTD85/OGwKuylPm/fW7KZ5vRhIV1YTgZe0eiWdpjUyMMN9Ptolk470fejp1bk4LG2mq+JzMZ+LOQlbhzS1EiuQxPxpdGwi8a8xoVmbDU/I0ZRUGNFOFZGf+tA0hOEI1nxi2Xj6I5Rhf+ozgZas4dGNDIIkKnV6PuVM1OQ0XYWxNHfKPPtVeYkLdnMVH5kGV3JxUOekB0HgvRB08yqF/r1h736kW/4i2/4S1vROQUKxNwNdNffdnOKObhZ1MEHgEevHClWDPqUP6+vLB2hF4spxUVWRAmgMHIk1XRB5rsUiF7Z+5L5GZzFuAKANaFspJX2OTJ8nmI4WXwbpeJ0KzYQjB238dBWJzVFo6EQN/R3PbnBO6fs+vt/a9pzkRI8Ijtd7o2L+Th0ffqmRSCzdNW7PbmuLaQDcMvg5PzPPyF7dvj7b9P7SiJZnYPiXkmYNm0amZzCGME0hmf4k8BAGI426NiLP7QXUsDotViYG1TAi9XnCkXuR1FYQRejXZflnHExKrWaR+TgOFW58yEbp6nAn/RiBV3ZQnO+ZAdfsp01hSexgyYUyPIuyQ6zNRvpxCqjOW0jvH5riQsBZOE5Oy7lMrF1zPZTlw/Y0Zwt8e5TRmttZqU3pQgLkczGtEJ7QVA7kcQl3fQkKUr3vxaGNXcpEC2zMb9BMaIWbGZxeBdy8ohB/C7BRpFkJNgohBBCpLDvmaW//UGjzQrqzlJ9W6eQJTRkL3ce2rCCLvxBH3bShDdk4J1aOyTsu/LH9OtHVK4NDtEGdj7gYHRVPYI92pPpaZbmD7EVyUyjIT2BuBCgzfwxM5iWM0Mgj8mmPYGIyGxUFM5RhmFM48/A9mZ3QQG+Yht1OcAZKvCAXNosGZ3nYRkiHyPKkNYdfBn7zs+fN9l8lGr8yFTe4EJ3llCQ20ZzGUZ4HJaFv/mGv/kGBz5w0jeH2ceVUH+Xifz/jG2S/zaZD1OKC7i7fEClgkVeZdAYZCb1ZYH+dldWEPWUbS8N2UIzvshwEyfecpzKOPAeFQp/boujaIqBxfRCQUUotjjwQfv8GfY7hpNFwyIc2vuhFOMKR6nKUrobrzxjBqxaBYrCDQrTHO1ceS/IzPlHur6+fYs7zyjBZbKjy0QsWTLO/odiA8ANCkdm3zw2Ub21V68495UYLUrdJxxLwqPMLShiEFHwKELEc6ZS4egIzgRQnSM8JBcbaE0ATib/n56c9DG6YDKE2WSPCE4Cd8lvvIFGQ2s2sIkW9Muwji84za98TzYeM5C5LKMbq+lAG/f/aMIuXOximBIgEXzIE63t5iNH/W21xvyiRv2v9qcEl9hKMyzjunhjwo9FtgGwh0axTvsgUphazXnKAHAxWyoU0NV9jha3vc0PTKdllDl4LQw+kRQsWIP2O8MaOhi//6XABT7x6ZJgoxBCCJHCyumqa1qg5tS7ogD0YCmjdcOii6muUIoLODiq2EpzANqyjhsUYnVW7Tx6HYpepBUbAMhn+RCALC6RwQN1aPSTugfkxg93Gqn2RFsmUomi4Ml1cvFAW7HZzCDH/stZyM4TmrDT6AT+KkWZwTA2hpg/99dT3Hmtq4Rdh4Pk4QHraaMfTt3p+k/8db4YDdnN/FOlGVA+cm7HGibm3TM0Z7WrvsIyQG8WoUJhLJN4hjut2cBP/EJe7uuPY96r9tgTRFWOMtHmZ/0wc4CTj3KafJyklNv+OYepgTclYz/R0hWIefrGnhcvoiwqX4GRTOEb/tK3Rc0sAajHPv4+lJ3XTrmpynE+oB1SGoRDtHVjo8aCNzjzkkzRg40xHEN6jDO+1tCBZmxlPv3RRD1FGDYMOnUCjYYQbJhqMG/jgbt5tDdevmQtbVlCdx6Sk/exHEPd91sozXl2HXFkfZ7IAkBH0GVdm5qnMTjpg0aGVCqwRKMN+EiwMW47dhjdDQuDJ2TluVo7B+2NpsP5jxrspSH9WcAzshi9FnuziC/Zrq1EH1HESFEIwZbHRF5UcCaAIwaVc0dfbkNVjnGZ4pSyuqJvH894nAkgI6+1WeIRr6EkDJYU5QpOBJCvtsG8Cbrs7XQ2oZTnDM3ZTNvS5g+bfRKSidt48BYnqBX/itQW6jCKcoViXI4701ykHLWa1mzge2bSPe/h5H2sZ8/gZpR5vXXvYW5Wr/mSHfpMelMqcUKfVdudJWjUCn/TkZV0IiT5Zy4Rn7B4BxtXrFjBzp079feHDx+Oi4sLlStX5sGDB7FsGd2UKVMoX7486dOnJ3PmzDRv3pybUf5RunbtikqlMvr54osv4tttIYQQIs0oirZ0rQZLKqe7qG+fxwAA9lg04QJl8CykUJsDZOUJ7aw3UYhb5Aq/B2hjCY3ZhSsvOBesDVjaWmtowSZa8w9KePRgoxsvcecZ1irz5/MTJvj6wl9/ac+uE0uj4Sae+JKLi3EFt4w3i2SQFfQ7gwCob3nQ7C68I320thFMYy8NAW3G262roeylITfuWjO7yX72UyfuHQcEEEg6o6Y/DSpY/8U3PCQXBbirHbqlO6j7odn5gAPHqEYx9UVtIQid4pmSf+4+NBp68SdVOcbV+7EE/RQFW0Kwsw7H2hrODFjBErpzmgqgUjGVH1lpMHxaFS23EU5SiQKl0rHjbeTUBjnwpRPmDxn+gB1fcIoMvCEPPtqTTDMyG+tZHDQaLg9wnrKsoQNPcWcoM2jDOi5TLHJXwSHYEYKnrmBVOt5RNLNu7i87OwYyl54sITcPacr2GPt8WVMUb0rTpFc2zvtk0rd/x6/aG1ZWZh9/UgkKs2IrX7E9rmxdoWVpPL/gtXt2ZOcJJR5q/+4DR7uwfr12mRvPCcPa6I1rEX3ZzlcU5kZkYFBRjAqoAVynCDUNLmoEhtnxikwEYwchIcyjP3P4lvas0f+PKag4+a4Y+6jL63dJ91q6QnECcKFcvlfRlhXL/Y4zVGQzLeMV4JxSYCndWcJxqnDh0GsIML84FIClEs4VinOZEjinizkTW6Ssd++gEXuYxVBeh8Tv4lG8ubuDp6f2u0kE3fv+0retqMkR5jDYaJOZEVNWAJ34m1ZsZDPNGcA8NGqFb/ibzqzkdYDkpomEi/er55dffsHeXjuE6+TJk8ydO5dp06bh6urKd999F699HTlyhAEDBnDq1Cn27dtHeHg49evX5/174w+Zhg0b4ufnp//ZtWtXDHsUQggh0q4H5CIUaw5TU9/W3Pmw/vagiOIIBgViDlCXJ2SnWroL2jZdBsi++wXowVJe4sZ/IdoCMQ424WyiFf/QBhtV9EDYVYrwB73Yr45/9oQw4OkJXbrAlCmJ35dGQyZeAvCKjGafpH6R7znfMoe67DcKLJ2jLAAdLdaY3YWICqh5uWdy+W4a05oNrKAzHYMWU+nvAdTlAPm5w0DmmtyGJ0/AxYUeLOEvvmEbTQEoxmX9Kp1Zyb9o5x69hYf+2Luki5yfLSxUoR77GM0k9lKfermTf6L9NY+rcxsPAklPeFjMGW5j7nfjMdkZ//U1atSA8rmeUZzLtGcN9W/+RvqyhYzWN5yQH6A056mLdr7VCo5X9YV0fMlFppY1ze7vcKZxlvIAvCed2XM2rrHuzC6a8PccbSlte4KYywCqcIx75GMWQ/mHNtTksH6bcH/jQMg7nGhrtUn/OHV0xxOXdbZd2EMD3DIaB0f0AVnL+BfKSKz/bmWluS7cKJmNZoiafapRY4EaS5X2tTd+PPTtq130gszaLOiYpiUweL4H8TsZMA7m5TOYX25k/vX8Sz1K4c31wJz0ZwG9+YMAnKnMCbLziPvkpc2lUdRnHxfvOyX6UGPrr8m2eLx+Cqfz5RE5WEFXrlAMhgyJV1cW3alDU7axig4y5DUN+VC0nP72wedFU+ZBL1yIvK17DWayDCA/d8iEv9GqpYlcV0GFB7dpzlbKcMHoOmpoElxTFZ+veF/q8fX1pUCBAgBs2bKF1q1b07t3b6pUqULNmjXjta89e4yHcS1btozMmTNz7tw5qlePTJe3tbXF3d096uZCCCHER+MYVajGMcrhxXsi53bKZvWco1TFAg0VOAPKmMgTFQsLAnEkBFueqYpwhGJkeR9ES+C7g031+6hucxrIy9OXVkxiLukI5H8mTupasJnbeFBTOUzdZD7eT1qQrpDEuHEwdmzi9qUojGMCN/DUFvow82QxNEzFb7pMhcEvdmnLiygKExkHgKPG/KIIHtyiPGeoyGnaoE1Fqh5lyFUpLlKKixCSG99gbWGRuxRgEy11+bhRbNkCgDvP+MYgS++ybqL8XvzBTprgpyuMUgpvUFcBwPPxfv36FzQlKMpVinJVV607Mssuuex8rj1J7M88PLNmjXG9RyFuPCUrD15qXw/+Hxy4Rz7ukR/rECs2V1mE6pwX/9MNOTasBqoA3pQGIE9uDZVCr2KU0BWPYMVZIk9qT1MBNAfMGkYd8RgRq3pwi3KcZSDzeExk0ZdXRGYeKiGR1bltLcN4os5KtlWrYN48UBTW0Y7VdCAM61iHdNa0PAq85+6hh5RolhcfH237b3wLHEuVYOPjN5HvyxJsNEOU56jk6yOoqYj2Za4QEACvDGKG/riC5o3+/lgmcIkSDGUm1SL2pSiR833qbKEZDdkDujlGs9i85hIl+IGZdHrzDys5xCFq0ZjdeFrd5nG4dgh2vXTnyRj8BAfrpIuWVOEYr8nAtoCVFIhoDA7WfiYoCovpwRWK0d7HjYrm7lRRaMwuMvNcW9jrhG/c2xi4/CYnO2isDR7J6zbNSJfBWn87MMwu5TugDza+4S4FOIXxyNAvOMUienMLDypwhv+oxhraU4bzfINCPu6ioCJjehkJIxIu3pmN6dKlw99fGxn/999/qVtXe7piZ2fHh4j5NhIoQJc2njFjRqP2w4cPkzlzZjw8POjVqxfPnz83tTkAISEhvH371uhHCCGESG030WY5naW8UYZTYLgdhbhJaS5ghRo0Gpqzmeoc4e4DK0YxGVf8afv2D/qzgOmBfSE8nNaFIqu85rbQnpy8fmvJfAawhB4mq1HfxgOAw0rNZDxSES8aDYOYyzwGUp6zZgcbrS0j17OzjAwA/cQvDGcatmrzK+t+yU68qMBcBuHGC6pxjM3995leuVw5nj+PLELQgdWm14vjpLcfC5jEGP39bXyFotZAWBjraaNvH83P5OYhuXnIVYoSGp78Q7oaZzqjG0K8HlvLmE+0rr7XztuWKb32+XcdP5B2rKM8Z1jtMZ4XIU76QCPABV1wMcK/1KMjf+PzwIKbwdrqz0epymJ64P06hmrQJkxiDJP5iYPUogJeZheIiWhXWWj/nu481Rf1qMAZk5tYE0YQ2hFOIWprsvOE63hqi4Xo9meJBjtCsCHuIE/6dArbtkXeL4luWglLSybzE51ZwVldtm5yq5z/GSOYyu8MlKCNOaI+R8OHG90dPRr++AN61rmHI4H04g+j97dJjGUrzdlNI6N2qyivm+ZsxZbI9zhtNrg/nlzHXXlKCzbRmN0AONprOL33DSePhrO74gQuUooKeWI+b4yvE1ThOkW45J/deMHPP3PhTnp6sZg5DOHq04ymd2DCsddFGcIc/uYb+rAo3q+9Dtm1Q8znMBj/1zLkNa1wcAB3J+0VpN1PS6V8ByL+p3Qf1woqbWBcF6/pyCr68Acz+YEKeLGDL1lIP+YyEDtbRVfBOj/p7GVovki4eL8j1atXj549e9KzZ09u3bpFkybaoTdXr14lT548Ce6Ioih8//33VK1alWLFIq9aN2rUiFWrVnHw4EFmzpyJl5cXtWvXJiSG2UqnTJmCs7Oz/idnzuSfSFwIIYSIyytdAY4ZDGU2QwDIxmN6PRxDZl7QnC3audE0Gk5SiaNUJyjEUp+99kKTiVZs0A5p3LGDkRUPcYTq9GYR/eyXA+DqpD0h88eV5/4pnxkkEkCj4W86soLO2iCOmcFG/7fWpOMdmXhJWEjkyekGWmNLKPXCEjblTH3+pQKntScmOv9jOA/JyTnK8KTPBKOkM1NVWQH9CfNVilCN/1ChUIkTzKM/R6nKL/xET5boVw/AhdAQBRTFKBMyL/dR6TLkSnCZ+d6VE3Rc8dEh6yFmMIwa/BdrNepM1tqL5AWyBhq1h2NFGac72NSoZNRuWHRFBdRjP1MYybbNaop4hFGcS1TnKL1YzK5nZgbYFIW6HOAnplArYrizmQViyoadoiC3KFU0jG72a1FQcQsPltOV5XTlILWYw7ecIPI4VI98sSOY81YV9G07aaItkhGPIMm+8FrsohGBQRasXGlwOBGvO0tLdtOIlXTmIbnM3m9iFM76hqmMZCDzJNhoDo0GL8pxnMq8NTHv6+LF0Ls3lMoTwAVKM5xpaMKi/z+V5GLk860orOQbchCZ3WeB8TaHXxQlGDtW0ZFfQr5nCy0A7Wfr8mIzWf+vC14XrLC0Uun7mdRsn0apU3DlCgHvIwcMlnCPUjEqFv/ziby4co/88X7tVXa+iiXhvMU5uWsoiXhqV/YOAMM8tsWxZiJEpIVHpXsdtXXaw2tc2ERLyJgR0qeHsDDt3KIGrqId6u1HVjh6NNp+hEiIeAcb582bR6VKlXjx4gUbN24kUybt0Ipz587Rvn37BHdk4MCBXLp0iTVrjOcYatu2LU2aNKFYsWI0bdqU3bt3c+vWLaMiNYZGjhxJQECA/sfXN36p6EIIIURyGMcEAO5QADe0JyJPyM47jXbi8H9pQDvWgkbDEnrwD63JlQtK6ebVWZppOBv4min8BAEBOFiF4sEt6nCAc6Hai3RuTiFY6zJAwgJDon1JvEdeFtCXdap2KXLMwgy64FpXVuBIEGEh5p0YX3viQiDp8ceVp/6Rw7UigtrhmB9snuT2G9aEkosH+JILLypw+UlG5kzTXtjdQnNm8gPlOMe8zdm4fRuG6Ap5LKNbjMcFsIMv/8/eWYdHcX1/+N2NuwEhwRKCu1Pc3aXQYkWLt1CKFYq1aIHi7u7uxYu7e4AAIRB32+zO74+ZzO5mNyQB2l+/7bzPkyezd+69c2d2ZnbumXPOh3PUAOASVRjEQmryJztpTx5eGTXRabRG52wbdrGKXoximlwWa2zX+2sQRCXO+QzibZhNutV65DjEFEZTLr9odPylyQUAGnEUVCpO6WrRulows/iBcNwoxBMC8ZY9AwHC8GD3XjWzL1fnHiXl8gL2mRTCkQwpUTgzjJn8yG+ysfE+xfiT6ma9nAGe4cczCpKQpGZ1wlccoxGt2Ed+XnCRKjgTjQVaY5Gf4cMJJRsrdD3lIi0WYv4+QaACV1Eh0JEtLKZfusP+KmkNzTjE63dW5NYLDzNRSgOAIDCQhfzGj2J6gb8DlSrjOgp6dDo6s5HqnOcOpXhFHgYxn3HSb52XFxQsKHphF+IpBXlGUqL++r5BWS7yBc04qDcICgLXKc8b8lCXE+THHx0W1OCs3G5DYB36s4TDNDEy4DfkGM8ScjFrFmzejD6n5AdeGGSV5fRmOiMo+XCrybEomTeKfbTgJHWo4J15IasSji8BcCOcrXTIunFHq2U9XdnE17g5Kgn2/ikkJ4NvthgGsJDWXpf/ug317Gm+XDqPNkY3pwPbWEc30atRqxU90Q2Yxkgac4SiPBBzh7dvT1luUISHvH2vvLhW+HiynLMxOjqaefPmoU6TFHjChAkfbdgbPHgw+/bt4+zZs+Q2fOIwg5eXF/ny5ePp06dm19vY2GBjk/6DoYKCgoKCwv8HXVnPMvqyhP5GqoCrc/1MzkenAUkVWKejOdILNbc1jGIaoWSjuM0zfWeS+8JtStORbZSOvSvqBgsCF6mCGh3Z+9yHLTXhuD7/nS8v6cdSUP9FD4/XrkGBAuDq+tf0/28kjddNXLwK10w0y+umz8noaiOlsREE+rMEgA10AV5magjFrZ9SgWtYoOUVYvju+D3lYI+4/luW8RIfcvMaVxcHTp2CSFxpwDFqchb41bRTaaLjy4t0t/vawGPNnTDsrEVj4y+M5QDNacNuQC8aUonL9Lv5LaTxyPjcpKTAOCbxgvyUCToiZZU0pYPHCeAC+IhefmMbXaXP4TacpjbHIipy8ybsOZ+DQhbeuGkjacQRjtGI9XShE5s4RFP20ZLVa4yNXNMZQYdcjzM3WJ2O25QS82lKzNSFgFZLCUn1/uW7PZgLyj6mbkKKToWl5R65zIVIkrHGAi0VuC6Xp3ocJoVE8z3z2KzrBMAURtOAP0DdFwSBpxQEYBsdCSSXfD6mpYz6DlE6J2xtchp5yi7jW2YBCAKevMeOBFyJzNyx+ETeR9vRgNtYoeG64s2TMblziwrTiF677/FkIYPIwysmAY0aQcmSEHRCn69OJejvd2W5pe/L4Hg35wAzGc5JA8X71BcWAGUdn9KGBIrwCBuSjbywkx3qkiuXKGY+4Pa3POA7pj4Lw9jH+OMx9MZOxorrlKcSV7B48gQPxyRacEDan4aZ7nOq30oevbRlD22IwC3LxsbAeDdKcBdP3mNv82OW2ir8dQQEwPfbqwPV8Q1dS6UMW3wkQUHmy6Xz6FlyPv6gIcV4oF+nUnGYxjRB1M+wJIXBLGCwJPiWgK2cUzgm9sZfNXKF/wBZ9mz09fUlNDTUpDw8PBxfX98s9SUIAoMGDWLXrl2cPHkyU+3DwsJ4/fo1Xh9I2K2goKCgoPBPoxrn5WXDhz4HA1WIbXmHGxuf1Go6so2BLCKftcEDZVISpwLys4gBAFSwuAVAikbAD38K8EzMl3YiHWXYv2IifewYVKwoKjUrZB6djkYYCOZt356pZuXyhMjqxfncTcVg7Ml8zsYgTTYuUhVP3lOTM1RPIw7TgzVMZAKvycvwvtGsWQNr6MEfNDQSJzFCOsc6sB0BFfHYEYc9u2jDWrpRmUtG1QvzWPS4EATGMplLVJHDqcczkXjsOEd1sqVR1Pwr+PreGF6QHwAP+w/kI0+9jlI94lQq7lCKr9jK8BcDaNUK5syBFs6iV5YFWizRoEZHMta04ADL+ZZKlaB7d323LdmX+WtUp6OXgQGkTKpIhIE3l6Ax79lYmctU4wLRseJ0wBVReKMwjxmNXmndUAk4ORk2Ixoaxzn9zmimUY6bchj1ERqzkAH0Y7HoqZ0OJ6ybco2K+ObVcvSovvxXxsr7NYxZtGGPSa7Lv4rdN324SyluUF4JHcwM1ta4EQFAPPZ485afmcT3zAVg1ixRjXrCdr0Sr62l/lx8RR7uU4xIXOTfPUEnGOVsBchJEKuLzpA/D/TeTS9WsoxvmYgo0HWHkgxkAVuCahEYKEaBXo/04wy1CYn5fE4oi+jPFEbzhlx0Yx1VuShGLTx9CoJAMlbEY4cmJWtesqliSjrUWT73Jj3rRCnuspS+ynn7D2XZiwbGBXPngp8fvHplvkFWMPTITk7mGuXpyjre6MTXZMVs/PHjGSlpfMxyovduLME9krAmAldicJRfIgDkcDWfuk5BITNk2bNRSOcmFhsbi61t1pSWBg4cyKZNm9i7dy9OTk68k1x6XVxcsLOzIzY2lgkTJtCuXTu8vLx4+fIlP/30E9myZaNNmzZZHbqCgoKCgsL/G28N/KOC0L8wc1TH6z0zyrYCrZYLVEGHmvJJavbzJZepjHWEI+tpRhlucUDw58SrguyjPt8xl7m244Cu3PF3oDyR5OINbzDNWZzqIdZFt4H1Jms/kd2iFxrv33/unv/dCAK9WMkp6rCVjrjO3Au/jclUOxkDA7WOrIeCRmsdcCYKT96zkl64EE0x7wgevnU1raxWE5YZe1+a50U7RG/cNpK7ZDZC+YMGzGEoABvpDLpdcrvLVGIEM/DmLc5Eo0JgAYOyvG8fQ+rIFzKAYjnTz50YrnEiGU9cNRbYAqhUuBFBbU7h5xyPp6cfq1fDkIh99Ga5mJ+RlqgQ0GBFRa5wlUpcuQIODlCP47wiL4nYisdhzBh48wbWrEk/xFcQsDIQ1DhPNdA9B62WE9RFgxWe9umkTZCOdagkKlGKO6RgKXu0vMULL4zD7aySYxnKbARLa27H+NKWnaygtxi8LwhU4RJV0hiSM6JLF9i/X/Ru7ZBXCjfU6fDmHaFkw4ZMTnY1Gpg4ERo2hJo1szQGADd7g+0oRpuM0enITgjeBGJNMrl4y6TUMHhmUb06uLnJwvQAREbpPbfzSWkU5jGYwdLxFrQ6FqXRt6/CRb7KdhwYIW83kFwcoxH2xHOP4qyiJ4sYSMH3gdSTHCJHpGwn4sxtynunMfR8LM+eMZBFALwhNxclf8krks9aWJQlfgQThSuLrh6if2b7FQT6sxh74knGOss5Jp0txBeW9yhBYoLA/4PusYIZChaEWoXecuaJNylCGv+uIUPE/yNHSjH/n4Dhb8Ps2YxmKsdpQG7NO6YClmot/hSQczKmUobbJGHNJb4glGyspyt9WEFz9rOTdqygFwBONt982vgU/tNk2tj4ww8/AKBSqRg3bhz29vbyOq1Wy+XLlylTpkyWNr548WIAateubVS+evVqunfvjoWFBXfv3mXdunVERkbi5eVFnTp12Lp1K05OpomIFRQUFBQU/qmsQp9XZzwTGYnoqbEmohW36U17dlBNpwOdjiYcJhoXnr7TsIqeHKUxpeIfEUhuvHkLuqdU9HzFtyylKheMvEIAAslNBK64pRN+uJUOn9/YqOQ7+zh0OsYxiWRs6MVKWrM3c+3SMTY+Jz/r6Up2QtJM2dNndJgYereIgTTgD6pzjpXfXqHqhIbYqhKJEAzOJZWK3r1hqGgj5HvVfBBamX7/aYw1DylCDE744Y8H4VihEXNISQzld9ZFg7Mg0JCj/IEYhpiXADm0ewW9OU81Kmdyvz6WtYWnsjykNXYkgC59r7oOT37lBBXZeOk6nb6E3S/LsIUcfM1mvs1zm5txzbgtRTevoA/r6EYyNuTiDSW4xzmqc9KiISOKHSBbNthOfUAML/3t2Up+PNBbbDxkCJRNZxw6HZcko8c7PLEnQc7ZWJdTYh21+Rf0O4W2aFGTzU2gXqHX+D55ggtR8vowPPCyDhfdGSVsSWI2w8DWEVWs6FE7hsm4a7VZuwcYeIWm6huE40HKq0CIjARB4BCiCOV7PI3bRkaCs7M+J18qixbB5Mni30cYC9uWfUEUzqKXmfD5FIz/tQgCR8UEHumSlAQLet5g0KpyAKIIVBre46n/vrRavmcOh2jKUwoBsJu2JKSs1BvRtFrqcIr1dMGdcEpKOT2zEcKPBffxzcH+qFRg3eM+sA2cv/gcewvLlwPTAdGw95jCaLHAWsqTfN3flSjJlJqV02/wk0EskERuNtCV7wPmico6y5Zlqv1vvotY/LoZ2+jI1JBbkk+2wj8BG0vxt7mq2yMgp2mFz6HoY3iyXbxIbt4Aoqc6QAGb1/RnEYV4YtRMhfFJWlpKa3CAFlijoRerxBXqrp8+RoX/LJkOo7558yY3b95EEATu3r0rf7558yaPHj2idOnSrFmzJksbFwTB7F93KZbEzs6Oo0ePEhwcTHJyMgEBAaxZs0ZRmFZQUFBQ+J8jdeLUgGPUQwxvzkYI+2LqMIehVOc8Pz3sAjodfvhTkCdY26rlyVxFu3vcoCzr6QqCQCu/eyylHx3ZJhubyvlF4UY4AK/NeDaephbdWc0slLxOn410xDcyiyZJxyOKAsbh9Rmx47qvFEQt8OfjHGKhIPASHyYyQQyp+wjasIfshHLntStt2kCiYEsdTjGPwbRlJ3uO2lGqlL5+XeGEmHQ+LdIEaC3dUCFQjIdU5grZCEOFQEP+IBwPWdBoL61JTBDVqAPJBcAAFrKIAdThJABaLNlLq4/ar6zgoE7AjUhsSfqguIQaHSp0so3tYWgOttGRq1SEK1fw8IAlS6BpEzEPZaqHXiC5OUpjzlCLxhZ/cOeOmGPOkHCNgSjLhyakOh0OiKo5YXgQjx2CVjQ2zuIHxvILgaHmw0i7sZaObMM3j5YUwYIV9OELA6/EhxQFOzuzbQ0Ni8epL96DBIHdtGYH7YjEhV8Ya6RkbUjj5H1U509eB1ny6JG+/C4l4cQJXgbqw/iMJsVPnojucvXrm3Zq2NFHYGUFzsTgSJzi2ZgZdDpasxsVAnU5QQoWROFMLA4AXLkChw+D2sUJT97hTSAudnrDdTt2UIeT9GQVHDoEY8ei1mpwIE7+vQQxjP9KjD49x8BnQ6nHCVKwpDJ64Y15fEceh3BsbaFKFfTGaJ1OTKD3xNjYkmUMzvlKXMGWJByIxwrxN8DRVkNBntCEQ/Qpl/k8d/7x+qiHEtwVF5YvNzLyfxCdDl9e4MtzLPh8YjgKn06XL57RlyV0znXafIXPoZSe5l41gQncpAw9VGsB8LQMpweracuudLsozzXKSzl6fxCz5nKQpuykLdExyotkhY8n056Np06Jb0d79OjB3LlzcXZ2/ssGpaCgoKCg8G+jCYc4TFP+oCHb+RKAULJT1e4mu2PFMK+pzzowRRcq5gwD8NFRm1PcoBztXU9QNvKWWC49oN6iNN+wljyJgRwAVJ070YhFROGizwUpCPIkqRZnqcVZ6fO8z7uD/1XPxoQE+IRoC12KfrJxjhqE4Y5HJtoZ5gRLShaXBQFmI0aitGA/VOkL585hpMBhBn+nMvjHZOcmZWWP27lHCpMg2XsEVFyjArtpS5WAKDo0ADc3gYgIFSp04qTYIOJFHgxwijrpbrcNu9gtib0sow+Otn1Ap2MrHYnHniI8wpkYblKWU9QFsmaQ/WgEgSYc4iZl2fjgsoFMhTHHCg+Gq1eh9n4AGpQPx2ndYHmMS5fClCkweBCMZTIb6MJjxOdnD0JFL0LJIJLWThaaaHBOfcjwpdPRlY0soT/Fpe0mJb3CUqPlR2nS2DR4i2S+NaYGf5KILc9flebM0+wAPJMEXgC6sIEOUTaU5YZ8TxIQ88qpUNPTaTurY9qJaSB0OlCp6MxGEtCfC+P4BXOjvyRUIgpXEpOCGDAAVq8Wy6cxiqa696ReFk5EU4J7XKAKBXhGjtSK0rzkc5Kcouas9G3XE/iIhAT/MXQ69tIagFPU5QqVqMYF/HjGM2D4cOjUCfL7FuD97+LRtLHU56jbIf0OAnpF3Rw5jNICADzHj8b3ZsnnUYjGhdfkJQ4H7EhgOiPQYsFXbOGoWhSrEgR4GJObCKpQMMqa7D4+YuPISHBx+ehd7so61tONnLwjCmeSsMGRWOxJoGrBUJ5IHtmoxn+4IwN+zb+Kr8MXkJs3lOKOfkViIlhbZ9yBVstdpDdAOc9/uK7C34a/Pxy9nxtPrtMkx3Xzlf4CY6MHYbgQhZ0gXkcLw75iGr0YymzRKx1ApWIE05nBSIrygGtU5IZjTerGnqQoD0nBQhYqvBd8KU0AtoJC5smyQMzq1asVQ6OCgoKCgkIWqcQVeXkL+hxqnR31YbNdvU8YP3yqVJyiLlG40tjVIA/a8OEQHU0CdtyhNA91ktdHZCSb6cQhmuHHc7HsEz3vMo2hsTEw8O/Z5j8Bc159WcDK0niikEA6nmRpaFHiBcepxylqU+WZPig+NfR0KL/DpUtw5056Xcjsim9MQ/7gKI3ksoeBLrx8Cf3ctnKLMnRnDYvpR4OayYSEQESE+H13Y52YKy8t0gRI94FHzd0GqtJ9WIG9lQYEgRLcpxJXcUYM063MZYYym610oIv74Qz351PZ/L4uR2jCe3KSkPSBR+U0AjEVi8VRijsM5Xc6s4GVkm7L/AXi+sfovbP88WMIc6iWfJKUFNOIyYgkA+NtBsZGR8mzUa6u1aFJ0t9HHCzMeEYKAkdowmnq4OEu9u/FW5ZIHrEjmE4yokfkTcrJzULJhiVaLGIiWe4+Eh0WjGK67NlYnXNGm6nJGbPD3mDRnV20wctTRwUDjSE3IkCnI6fmNSp0xOBMY45QjQscoLlxJ2XKwDyDlyZpj9PTpxAdbXb75rj0PAcNOE4Djqev8KogY/iiBPSK5ameqA0aiMJHEyYa/DZ8wFMYQHj6jKH8jkuaFCB5rfW5Q6flWsAxGuDDSwLIxwh+YxiziMKFHLYx5JIs64OudKUaFzj+RK96z+vXWdtJQ1QqWrKPMfxKZS6Tn+d4EkwbpHzFhudfFjxjyzk+oSsbqMNpPKTIBAB69MhU+3mB7fiKzRym8ecxXil8FkJCYOPlAsxmGNci/MxXyuB6yCxa1MRLzw69WIkbkSzTiWk4XC1iyEsArmmuqapcAJBTZ5SzuE1nNlGOm0Sjt/VYWyjesgofT5aNjXFxcfz8889UrVqVAgUKkD9/fqM/BQUFBQUFBVPy2YXIy/1YKi97qkM4SR2O0YBFRefrHz4lj6ckrEnEhmCtB+vpwlZJqXPcyrxU5SJluMk6C3FSEkBehjOD6amJ9EFvbBQE5jGY8UwgQPgL0pEYGhszOUn6X+U49ejERkLxEJOSfQJq9GGwgMmEID0crZOpx0lqcwaHIzvFQkFgNFMYzRQx32BmEATctcEU4z6VucxRGnKYxixdIlC2LIzOsRIVUJdT9GMpZUpqMcxmc4yGHzQ25iMAgH4sNlptqMA91nGOuCAZrADisOc8VTlHNcpykzFM5ku2m9/WZ2ZTiBii+z1zqJn/TcYNUs99CwuicOEupXhGAb4y0GURxVbeyp9dieIiVbmgq4JKBRUqQGt2k5MgJvMT3+fcmrnB6nTMZLj88RrlsbYS1agrcZnyXKOga4hpO4OXEHnyqbG11FCQp7SWBHxmMJJi3AfgW5aynN4coJmRSqlKZzAJ1el4Hyx6wLoSQSgeROLCGWqbHXZz1UHasAdHKVq8e7Ng6nKCqYwGrRbHzq3w4SUArxGNRaOYZmzEuX0bvv9e/9lw3d27UKgQ5MuXzoEz5el7/QRbOH4i0+3+q1x/qj9eboRThYskYsM9ShjVM4wGjo/XL0/mJ1QIVOYSydJ5pUnS4UqUnPsQ4AZluV+6k/w5v9VrwvCgOQcZyEIA9tAaNyKpeWoCgYGioSeXQyR+PDM2tn+KcUelYgGDOEojfHhJuOSDfhZJjEinYzvtGcOvnH+Vtd/YFCyIw142GAGwK/2wV0MuxJRkK1/xlIJK+P8/iLx5IZ+H+MJs1vN0hG0/k2djWW7iQDxRtp5clrIa3xTKAFDE9iVv8RbTXaQyZw61Oc0tSsu5k69rS/Mjv7Gc3qgQ8OQdnrwjf47YtFtUUMg0WVaj7t27N2fOnKFr1654eXmh+q+GTSkoKCgoKGSBALsikAC9WMFJ6vJCSuOuEcS8U9YkY2lRD/z9acpB0MHGCBjMSjbShc6Bh9lIE3Lxho5skyf9dThFNUH0JgokFzMZTgGeyuGwaDRi3jVB4HspdHoKP/GXmmzu3fsre/9/pyHHEFBTgGdM+lTPBJ2OFIPHMcfU8PdMtEuLSgVTSKNknVZEIy3Xr8uJ4B9QnHbspHwdF+irol176OM3EoH+TGACL/GhYrAl3qXg5EnY12A+FbSXQDMl3e4HsIi27MKDMHbQnlDEcN0V9CYfAeiwoJ7bDe7HFqNgkoC1ILCHVlyhElP5CTVadIhh4K/JjZcmkg8HhX86TVwukjviLh3YhrNV+3TrzXvfgad0o6e/M2WByHhrchDMBjpTkKe8q3uFuXPFurkkQ2MO3hNsIHiyy64zavVGAB7nbcC7V45U5QLVbQ3Ogw8ZEAzWzeIHynMDBB022nguU01coZpo2i4gQF708LQkaMQcHKb8JKrhSjyQgueW0ZdlksfjOzwJxQMBFSqdge6tTodWCxG4Y0GKsYeWQSqH9Nh/zo0w6olecVotMTjK98jUcPtKXIHp000bp6SISS8Nj9NBMQSQyMgPbteQ8vlCGcR88vMctW2pjBv8xxG0+nvQMr5FjYA1ySbh58eOiWrrAO9CLWUBk7FMBuAKldFghTUasy8TynGTR4lfUji1QKfDiRjy8Ap3whnEfBZKSvVFnN8ye3d+BAFqbVwDz5ZDQYOQ5k/09L9BOWKk8OmdtOUsNanPcQAuPvGgA9sByPbmUOrVlyFXogqziG9YS3dqcZrTH0g9YY7u7vvYGtGQmfxI66C35M24icLfgLc3zOhwnd8X21DQPp1oj8/k2ZgaRn+53QyabTzIIgbiiegNrENNClZGzxnMnMlwlvKQolyjAuW5ToXku8ylP8W5Rx9W8A4vsa7q0GcZo8J/kywbGw8fPszBgwepVi2zt1AFBQUFBQWF+ZFdAPDDn29ZRmWukI+XdHg3l300oBMbGR19muK9+3CYh4A479qI2O61xpPGHJY930Yynf4sxokY2fDkLRk0nlGQS1TmCy4beTYW4CnPKIg98cDH560yi6Ex4W/wPvv/pBR3uE0ZUcjkEycLmmTRK+ESVchJ5kM3HwS5MZjjWKFhIQNJDdK6QVkqcxlv3hKAT8bGxuPHAX0cay3OUOv2PX5/Igr+7o6qhwodtyjDS3xZfiKG3qXE6Ow52sEUpR6dzUzgk5MEwvFEhcAVKhl58wLspg3ORBOjdqHO63UA+L+7QH5B4HvmygrU+Xku5xHMwxsma37mp0wfpY9jgOdOeCkJT+japltvZ0RdzlKemkE3KQusOJyL4VyiK+vozCZu5BY9Fq9d07cZzVSGMkf+3MbmEKjEr+HhK9HNbzojqZ08St/oQ+eYgdE5VXgKnQ6aNgXEHItoUkzzD373HZW4TDLWHAm1ZMe9MtxmkT7XK2BNkhxKnYoanWxI3Bb3LecoThMO00SrJburhgcUBRdX3kZ5sYEuOBFDf53OJG/oOV1VtEClRBV2gE4njnAhA1mgVpOo1x6mNLcZwhyyY8ZDE8Tcdo6O5tdlgTL5IpjPd+IHq/UfrqyAi63eq/tLdnCTMtTjBJMYx0CDetbW4Gf9isRkNVYq88Y+S0lkxSomnF204Wd+4b6Bh2SKTn8fOxFVgXASOUUdLNDiK3nA/saPfNckHOuakoruFumcM7x+PtGzcSOdicceD8Joy27apoZQAyHR+mulTI635nowy88ve3KMSgCcoTZb6MhXZNKzGWjseI5shPCavETHvc90O4W/ng6VA+iwuDsUbAx0Mq3wOTwb4+N5TW5UCOQoPZwXGx/SlIMUlZ4jG7tc5A25ZNX0VJbzrbx8nuq80oi/uRG4ff4xKvxnyXIYtZubG+7u7n/FWBQUFBQUFP61hOvEB7ifmMrvDAUgAB+itKIQxCY60+TmZAgPZx1dWcM3ODtDWURVy4F59tOLlRTnPgJiGKYrkVygKsdoADodPgRQitsAxCJNvlMNf4LAYwqjwZJw/oLfcUNj4788lOtHZgLwhtyfbGyMj4dLkmLvIZqSRCYEAYArAZ6cpB5HacwNKaeeIEAitqRgpfdQy8iTJ08eRjEVABU64nDkUPgXPHki6igszjeN5fThJb4APPYXJ/AnRYFoHlLMrHH52K0cePEOL96ZGBpBNLoFkgvNtj3kswokGyEgCOiiY4mSDOH3KcYTChmlBXivzZ6p4/NJCAJHaMRKevI8OH0jVjf3A4zlF4rmFQ10NjaioIktYthmuXKifkxCAoThzgY68xNpvEAlY/DGjfqii1ThSaxeofaDxnuDieAiBjCWX0RV76goWrEHNQKrbpQ2bRcSwi3KcJsypKis2P+oACvow1yGyFUW019ebstOrlKB7ITKZaeSqjCf77hCJdBqsbIUKMojrFUaivKQkcxgAIvNXiONdQepzRmCgsXzqWJRMdxwIYNApSIo1asGaMVeavInRUlHbTr1fvOROfNkDCfVVlbp11MQSZNCYjY/EI4Hg6TQ5lTevAH/5LyE406ebFJ6B0FgtvQ7CGAjGUJUO3dwl5LcpwQluUO57KKgzIAA/T1gVkhXurGeP6lhlBO2BfuN9VRSX7QY3gM/0di4nxZ8xVYWGplTRcrnDWELHTlGA+rk9c90t4Xs3lCGm1hLavXvyJm1cWm1/M5QVtALb/cPKNcr/P2kPheldz/6HBGib96Qm0By8RYrS4G+LOMgzemG+MJke2QDBrGAgzSTBL5Mt7mTtnSw2kNeAuTnm+bspxzXefDS3qS+gkJmybKx8ZdffmHcuHHEGybdUFBQUFBQUPggg5zXystb+FpeXuExUl5+k5QDlVpFVzbwDeuwtYVhvaOZ7jWHsr+240t28DO/coZaALzEh+YcFEU6Fos58VbRkz+pTgUkdyoDz0Y1gijugPKm+lPwIojGHBaP8ScaG9XoqMFZQAwXDCBzOeZ83SLl5VSPVp1WoJqU9P2kpN6coZdprlxM5ScEVBymiVxsYyNG3/fLuUcOswbo0000CnQT0zxRjXNmt/Ey+MMTlDgccSAedfu2dHE7RAg5yL92PBrfgnK+tlwEokLv9ZSTIIYy+683Zut0/MZwerOSy6+80q3Wy30PvzCOEr6isXHw16E8pjAt2M9FvpDrLVsGHoTTxUCpuSNbGMk0zmrFSKGZM6FGDbF+FK4MfzdMv6FkY4+UtGM9Ld0PltGXyYwlMUEgAlf20QoArcbM8RIEDtGUozQkWw41Xco/5HvmiEZf4Gs2kc3AsFiZy1TgOtE4MYmfmcJo6lmK5+0EJhL5Klr+Xvx1vkQbek6bMXgX4RFFeCjb9OysDa4jCwtsSaQY96nBWTbzNc04wJ9UT/cYpO6T4f5llVgcqcNJ6nCSFG8lGDUjvG3DjT5buZo3zL+R0p4mYG/0XaUKynRmg1H92pwGxNDQGyHi93A2try8vrzNfRpylFwEkp8XCKgQUFGYJ0ae3JNvNKYZBzj8tIC+808Mo04Vv7lLSWmr4t8BmpEr8Aod2SYKDGXh/JtfYC43KUcTRPErdRZ/n98mulOVC3RgG+6OH7hXKPz9/B3GxjT9reEbhjODy5K37P1EP/bQhruUpCoXqMA1dKjk/N81OUNbdjPTdiwB+DCUOUThzEGac5NyxMZn2VykoCCT5TDqWbNm4e/vj6enJz4+PlilefN348aNzzY4BQUFBQWFfwulLB+aLfdQ6ydse0qMhTDjB7vOy2sDteH9e6pwgVgcyUUgZ6nBVjoCUJabMGgQOlSU4g5qdHqDooGx8S/F8KH5X57PeQn9OEITLNB+coiRk72Ws9TCj2dE4SJPZjOilu8rebJujhwEiwvnz8OSJTB1Knh6mlY0MJY24hg1OEucU06KFCkEgKBSowKCyIkONTl8RdGQVJHrMtwCoaZJt01y3QZpMgPQndWsQRQOsiWBRAMhhHep3oonTqDCigpcRUAlHl+gH0uoxnm+ZjN/UgOflJS/1POsyZM5nJQyrnk5fEDNOI0aNQkJnKcaX7KDGpyVTMgw0UzKxK2SIv2sKA0awMMD9uyBdUNuMG29N56qYH1ljQaeS+ryacUYBYEObJM/1uYUVmpPog3CkLsVvgy0N2lXPzXs2k5FRIIdb/FmNT1oXiMa/vwTgNFMIcUzN1/HHSA01oMwPBjPJKxJIsxCb8QJDUzEwlvFRvryTFOKxhzmBb7M5XvQ7jDZ/2uqSuLxyy2mDljc/y4jzo0RDZzW0ynEUzmMthj3eUgxvAiiRhq1a+Cz3eO2XPLhtORlrBMufVJf/wVCQ40/D3NbhWvkCzw71MIwNYO99N4hN6+Nvqv3Uu7SSFwRABWgwZK9kpEcoEqxSF49iGVqnsUg5Xj8xWMO98Ks+JlfGMAixvIrTsRwkSoUfZqDnlLbayH5OEQpWkRs1w/yU+7XKhWt2EtTDvErY41WvcQHwtPkKc0sgkAkLuylNQBWWcyo3DtoEoepxWq60/1fHlXwv8bOa3mZzmXqPnnOtL9oG6F4yB7nt4M2sps27KMVhXlMZaDM+yP4UY33eMpRFIHkwosgmnGAEog5tnWCCg3WqBCM0lgU8lYEYhQ+niwbG1u3bv0XDENBQUFBQeHfjbMqxmy5mypKbzRyr4kuTM1NyqFGRyktbNsGDx5A6Xw2hJINe+IpyDOW8S2LGMiP/MZvUpjpKepQnxMU5x73KCn2mep1ptPJhqz+LGLR597Bf7mB0ZAdfAnAQZqD9s6ndSZNfv0pQBjuuBOeQQPjdoao1RAjhc/Lufd++EH8HxoK+/aZ7ecgTblNaSpxhX20xLVyRcjzB4IA6kuip+QjCoueQ9Zqo82r0ZmdWPvZvmUeg/mO+QDU57hsbEzEDhsSScIWlUqghtMtCBPbWaPhKpWIwZEObCMCNypzWQ7v7cZ6umri/1Jjo0YQH4830Jna+QqnWy9Oa4sWJ+x1avGB2sUFNyKoxGWK8QAkldo+fczrmgAUUz0EKbm/hwdAOb5mE8uchiGnTzR89o6PF11OU9HpCEYfcn2YJtjaXcOCCPbQCgEVtphRxk3jkXsxwIvt1KEqFzgTLTCGKZynOsXcgnjw3ovfJMXSQcznW5ZiSQrWWr3iuZ2FhrAINf1Zgl1CPPE4pLstc3jZReLFRXmfAGJxIBlrGnGUhxRjE51YQZ/098XwPPwIDzY7K30bC5Xi/Z0RAUH6mOV27MBKl0R1zpG3eBGjeqnvON6Qh2fP71JgzhyoV48ZiF79B2lOGB5kI4wURzdmx+q9eg9PuYlL67rgWpJUYyM6HeG4swdR4bc7a8lJEO/wounLu7KxcVCZ87T0/50qXn5yf58aRv0l24nHQRRxM0BARVi8HTW5xwOKM+XiIUZnoeujNJKX5dyrmcRWCr9+RBESEjDUs1b4fyY42o6rVCJPXJL5Cp/huWmbwUu9l2FOvJLu97tpQ2/AhSj8KYALUbzFCwEVOXlHHt5Qg3NccGnCmaiaHE5qxXTE54VxiG/IXInA1S6dsSsoZIIsGxvHjx+fcSUFBQUFBQUFI+bG9MCKZObxHavpwRUqA7Autg2PyUE7dlJOEEjInpcKQaKBJzZRdEo7exYGDXThKa7YSxaIctygC+sphz6iINVoeZ8SVOIyo5lKGzNeP0vp+/mNjf9VPoMaNcAJ6tKAP5jIeH7OQjtDVCpIwZJlfIsFWoYxW7/y+HHz/Wi1/MBsnkhar+voSntdBDZpunciRr8RYPRoGLy8FFbvXyNoT6KKihKNma9fw4ABkJLCYBYwmAUAPKEgHdkie/QlYSsqMwueDHo1nKMUYiqjyYeYo02LBYcRRU5SvTEA+rEYkr/Wu0v9BWzJN4rEe09xIwK0P6Zbr8HzJVykDLsv36Z1YzgRXJKNdKY7a+jPEqAfAJMnQ96kpwycUxB74mRDnC0J3BZKQxpv1jgc4N078xsNCjLybkxJ1n9Ru2gjGh6OHMGWJFohGZc1fU37iY7moHR86yVCx7JP8b4pigoMfLaE+1KOzgcRxmHkl/iCq1J4XpLOnWicsCYZG+eVBNvqaMMurG3VYJg6ztw1ktYrtH59/Trp3P6S7RyhCT8wi2qcw5cX5o9JSoqY9HL1an3ZggXm636AtuUDCOJLrNBgodqb5fb/NbytQ2nFHvbSGhei2BdQih+ZRZfDz1g/Tl8vVy7wsgolSJON2EXr4dEWaY3+vE/97bKMjaAfi1lCf2YwHAf7plIFg2tEq6UgT1lMP+k6Q1bObZv/Nkgv2ur5+ANrwGWAvu0nhlEX4BkA8/iOpfSlIcd4TGHyEcCpdw1kBfesOBh+/2ww86QXWJB1z8Zdnv3J8/w00xnFlwEXKZ9xE4W/iSZlgthPc7x88gA15PLttGcVPdmgWYnHJ25D/m0GcpzbRUt8uUVZfCThpNy84RvW4MNLvND/rshRFFFSgUEE/mvJYFmdc4pAjMIn8VFB+JGRkaxYsYLRo0cTLrmM37hxg8DAdGTdFRQUFBQU/uNcTK6ABmv6s4SmHAIgP/5siW/JFMZQnhuMe9ED4Ysq5OEVuXiDWi0aGgFStComqCYyhDlE4sLXbGE93fiaLfI2anFGXr5KJfqwXD+50uk4SkOacpDxmInr/EQ0OguicSIeu3+9QEw9GzHEtCV7P9nYGBquphzXqc8JBNTcM1Bg/RBrrxWX84VtzCWJJwgCkbgykhn8zC+ZG4BWyxfoQ0a7sR77kwe4cUP0lDxSagS7ac0mOjGdEUTHiEYBnQ4839/BnQgSE4FKlcREjmPGwIABPAzJRlt2UpMzqBAozBPZ0JhKX5Yyros/sToHNtPJSLjInnjW0o1F9Kcq5/XDxeIvVzvPZhFBbgJxIP7DE6009rLXb1SspiezGGZkPrSwgPoVo5jOCL5ms1yemMYH6cIFODL6DCvoDcAi+rOUb4nDwLAaaxzSpknWb6k+kkF5kfgqYT/N+ZUxXAw0k3+wbVuac5DmHCQyEl5HOTGbYTTmKPfjfOVqaZ1hx/KrvNwncT7OxJCf55CSQg43Dbtoxxa3AVyisnx+mrtGmrOfhhwlOFScijwKdOKb7IcYyTTQ6XhMIY5IOURLcYdz1GC95F1pgkYDXboQQjaKc48ZDIeQdJSrP4CdtZacvBfVtpUJdoYUsn8j/5aspyv+iB6EGy4VMKr37h3YWGgoxGN8Hh2Wy2txmoI84QFF8ZBcm61IIR8BADygGMFRNuynOedj9SJHnd7/Th1OmRifF9OPXiUu6wtS8zd+JjXqF5Fu3KE0dyiNP36MZDoPKYYOC55QCIezh8hGCHU5wfdl/8x0v/fjfY0+f89cblIm8wPTaslOCJ68w1L1iS+/FD4rPjniac5Byjs9MSr/kZkcoQn7Qquk0zLz5DQwIN56bEsvVnKeqgxjFgCevGcEM+jP4nT7KIJxmh8XyQJ5gBaER2fZN01BQSbLxsY7d+5QqFAhpk+fzsyZM4mMjARg9+7djB6dFYdxBQUFBQWF/w4dbPWeMhOkCdpz/ChjeR87RNG123EFcFw2m1fk4w15sLODOnXA0lJ0/JkgjGcKY1gthaMG4k1VzlMHURrYCmOvjS+4ZBRG3ZA/OEhzxmXWEJUFDgcUw4Vo6kpj+TfT2FrcRxeiPtnYmJwkcFNSkwZ4SNFMtYtP1k8AYpPFcEatFqZLoYntMc2TZxadjrV0pxzXjYpfvxb/30/w5SJVGM5MRjGd6DhRPdhAhwGdVoAnBpOp48c5+bogu2nLn5jmc0zFjgQK50lgmPdmfmcI3rwlAVvpnD5FB7bRnyV8ZWBQL8Czv9zYiCAwgIX48YzNd4qnW+2UTw/isaN5FdFQUqMGWJGMPwWYYaCgLQjwJtSWkcxgpWRIBCmHnQFVqoClhUAvVjKJnxnIIvqxVK8sDybGRrWg5Ws2AeBMDCoEAhM9iMOegSzkZ37lzyA/TPD1pSJXqOD6FCsrsKleyWh1v36i8bNFC+Nm1VNzJqrVPNWJHpZvySW+1JBeMlzWlKOKgQHb3DVygnr8QUMSk0RLbXAwrAtpIubr02qJlESCcvOaSlzhFqWJxsl0PwCixbyam/maBxRnJDPM18sArRYuUIULVEGrUYyNGZKYyCPEkGkN1kYvCwwJC4OXiV4EkgtX2Y0KfuFnurABf/xQG5jnUz2u1tCDXX9mpyX7+en99/L6gJRcPKYIcTjQm+WAmBO2H0uNbkyv49y5TSmCYw2M9Z/g2XgpUJ+OoBHH2ERn+fNwZtKEI4SQgxPUx8Ei86rQE/KuYiF678v9tKQcN9Fmdpqu1XKD8rzDi9K+H8gxq/D3k45ATKpB3dni0wV376amzEF8SedFEBW5Kns2/sZwivOAyYyRXwBF4kJ3RE/w8lZ3eEgxDtOYb1jDCnpRmMf6/gOcP3mMCv9dsmxs/OGHH+jevTtPnz7F1lafPLRJkyacTXW/UFBQUFBQUDCilMUDs+V97ddzh1JspBPDvDaZrD95UrSttGunL0tV503GmotU5Qp6Q8E79CIgB2n+twnE3AkRw9guG6jw/lvxVQUwgIW0ZdcnGxvdnTQcprH8eTJjMtWuY/F77KY1u2hDO1sxf5ggwBL6A+CHP2MzY1SWxn/cojFnDcK8ChYU/y9/24wZjKQwj+jOahykVHx2dhCauwzhuGFvk+YY6HTkURkb0szxE1PpPLUETlYJDGEungSTgiUXqcoFqsmhlaW4QxVJZfsojT6szvwZ2BLekMUM4Dl+RCXapFvPRpWMHYlYWIrj9PMDaykWbRTGSRrrfW/ssfodc/HlBa3ZbVT+Otye/bTkAlX5km20Zjf2GExIY4xzv9pYCxTkqVGZoNXxqspXvEb0aCzl9NJ08DodV6jM1UY/4+EBrTvpDTKn60xk8WLR+GlIfvyJxBVbEshpEUJ31Tr9uINt5HuMBn0+TV+ei+fY6dNQsybcvw+CwCp6sp4ueLiLbfLnh5zWYYTjzusQW/zwZyOdmM9gurKestziHNXRoSIBW9GDOhUpZLoqF2jNbn7kN+OBx2ZO4ODGS3eqcYFqXJCNoAofIDlZL0QF3Me8Yd5ZslXEGRrNgbPUZDyT2EdLuUwAurJe/pyosaASlylq7S+XLXIZzTEakJ0QfmA2AipW0JtkrNCp9S9hfjrbiDLcZv1Gg+/yE+7XJXIE44j53MsmZOH3trrzHXqzAgeMz1MtFuJbny1bwN8/ndYwNWoAvVjBDcoqHrn/MN5G2HGcetyKNhb22kVb3pCLJjmup9My81TjPJZo8OQdVbhIcw5gjYaNkjHcgTiyESI/N4KYqiM1EiaHVhTpasxR1tCDXqyiOQfkug7Wf/HLPYV/NVn2i7169SpLly41Kc+VKxfv0ssvo6CgoKCg8B/HWWXe4yA3b7DgHQXwB8dKZusAJCTA9kGnERYs5Et28DOTmMmPlOUGv0hZ/mpyxsSTTEjWiCYbnY7l9CYZazqxGbfPtWMSFb1E41Ihgzfi/1YWJXTnJDVZxEDCIy9+0rG0tdbRmKO0Ywc7ac8ZatEi42a428bTir3444e7IE4GVCrRiCWgkr1nB7GAnLxPf/IrTU7dbOKpEX+OvbREU7oiefOK51T3XMcJfhLBABbhx3Nw/0relodlFBAJgs6kz3rej3C7H05EOt5OhvjavdcfDxLZRRt0akvu6UqgQqA815nJj1TjAo8pDJqED/T26SwKF1XehzGTNn5xIAlRZIbGHGFnGuVncxoA8xA9tVyIlMu++gq2bq1Ee7bTi5XEY08ULiSjF+Iw8erU6ZiEPp/6HUriJYSSSHGKcw8Xomic4wYmpBolpMEZdpvPJZIHD+DxY8iRQ1/+HD/xPgUk2lrhXSwXSFGrsfFqXryxoiavsIrQMY6J6FCL4fzap6KLNkCrVvD0qT79g8PvAOTODe+Sxexll5+5054wOkkh5z8yE4AW7OcE9ajDaYryQM6Px7JlAFTgOrtpa7qvGzaIrpoZcOe1/kpWpT2nFUw49LwIzViCG+FcpaKoTA+0yHYBqCrXy5MHtpadhvXNS0ThjAvib+FlKW/xcr6VFXD7spRq0osFgHoVo/lx8ReQoyBIaRhKW9zjES4U5REg/ubkIpBT1KXDvmtsFU8pXG2TyEkQdhjcL9IaGwcPhqgoWLs2Q7GOkjlDqMJFkrFGgxUXJMV6Q47SkOuUp/qbnB/w6U6DIGCNhi/Zzgnq8RvD6ZiqMJ/XIAVCQgIYOPqksj+xPhepSAv2U+5fnsLkf43Dt73pzXGav7jAfoPyRGyJwA0brQ2fmn04BidSsOI9OXlIUdnb+AqV6ArU5jRzGMJpasttHImlGQe5QBWcdabPptcM1OQr+ISarFdQyCxZNjba2toSHW16Uj5+/Jjs2bN/lkEpKCgoKCj823idIirGWqIhxcDzxwKDyY8ghrf0ZBUWaNkONG8Ohw7B1KkwakFtVNTkSyyIw4FE7GjIMZpJOSDTGhr/pDqkTBG71ur4Vgo5G8RCPveUpKhHCL8zhOyE/OtzNp7U6I9zfJzwaYZbyehTmtvspD0x6YWKmmm3mP4MZBF9wjawDLBQC8xlCBosmc93ANhISqXpevRotZTkDhaJcIx6tGQ/eGlA8kYaWWAnPDmkr28YP526nNabRqfDwcOWO5TiMpVpz06TzeYlgJPUxe/cOt6OusVL8pGTd9iSRBv2kKhywC6Np88u2uBFEGhWZe4YfSSNHM7jE/+AjmzF07ZGuvUWhH3NGyzp/tqBIkBSkmgYq89xSnEHDIwm5vAmkN8ZCpJhYetWsbw0t2nMUfLwijfk4RrlxTyCYBoGanDse7OcktyDPOUoYPtGr0ifYsYAl3qNSt+hhwd0ZR3r6Ub3i32J7w5Xr0KxYqZNv2YT0882Ik++AWxz/5IULPF2qMF7jag47KKLYiIT9A0Mz73AQOP7gxkDT05HUQRrFT14QDFGM5XerCQboeikoKx4M1N0Ab3QiGFYbma9vUrkiiA//vjwkhSN4tmYETqN+L1qsUCFQKx079ofWtWk7tgnXXnKKM5SgxpSKP5+A4/G1fRAgzVt0nj6eufQ5xyW0WqxJhl3wgjHgycUlgWu1M+fgmQomd/sCPOviS9ddtKWZKxpGSvoddI1Gr2Q0PjxomvyB4hItOMPGgIwjZE8owDBUiTBIZpwmlo05igA414dzrSx8XZcASKxZDojycEHco1GRICXl0lxf9s1XNRUZBLjKPo6QjoSCv8E3J2SKckdfGyNHbKGMIedtGfhuwUGAfQfxyv0BunF9KcHq5nIBEIQ7TJaLIjGhRQs5fsjwAim84wCPKAY+QjgB2Zzgap48p5niHlXxRy6uT5xhAr/ZbIcRt2qVSsmTZqERpP6Fl3Fq1evGDVqFO0MY7wUFBQUFBQUZA4mNwDgGA05TS1ADDFsFLkVFQKDmcej+DwkYMdu2rJL8tA5eFCcm9+7BzW/SJZDX0YynQcUZSi/p7vNb1mGSqsPo84veSVZ8fnDUPM6R1KKO7whNxc1FTJu8D+MpaQW2pEtZHPMfG4uc8THw2Eay54E7w3C4D/EvXfZGChpii9P6CKXR+OEu2SYOkVtvVJlOrnKNEk67lGS27qSjGcik/mJVwkGL48tLIwbGBiHpkf2ZQLjiYxO8zgZFYXmXRghZEdbvhINs9+UV/XpKh6vV+QTJzQWFtS9MRNfXnKVinI9tUogF2+Mum3Lbspy8y8Pox7jsYR1fENFrpkaqpYtg/2ij8qaqNZMZxT+b8WQ3suXoQqX6M8S45cI6fCWXHRgu/z5zz9hRKPbsidfHU7RlIM4Ghpd0xiNIyL0y4Mk5W8aNTI26JnJcZmcDNkJ5otjE4mLE+8vuyUPTkGl4upVsV7p0iZN2UwncvnZcuSyGzeKdsGFKFzO7ievZxLXKM8pz69JwJYFDGQeg80KdFynHNcoT7Jk1EtOhv2VJrGXllTyCaYgT+jFKmbxIzE4cYRGbKUj0ZIVPAAferGCmQyTuz5OfSzQieeIIWnP4XSonD+ERGw5ST2evzX1IFMwpoHHDfbSkmhcqMtJOQdpTvsok7oFHN9ThIfYYnq/zMdLJjOGGQynIlfZS0u6sZb1dMHTQ7pvBQfL5/TxxOrcooxJftthzGQ5ffQFkiFdi5r27KQTm/EPMjBSpzFgZsTDkGzy8kAWspZvDPYhgDfklj+Xy/Yqw/5SGfLiO2pzBk+CUSFQhIfk4yU/MylT7btabaEgT7hJOUIirTJuoPC30aZyEHcozXy/OUblqakDApOymWmVNQzvd/U4QTEeUJtT0gsvqMJFHlOI/WliJn5jBLtpy2OKcIxGdGQrkxjPQBbxjpwAbOGrf/3LY4W/liwbG2fOnElISAg5cuQgISGBWrVqUaBAAZycnJg8efJfMUYFBQUFBYX/eVpZiXn16nKK2pLB8AX5Cde5ArCAwQx5PQxnollMPxYwCICyZcX2tWvD2UvWnKYOtTlFILnww58HFOMEdQFIwJZE9DnmHlJMNjSoBB1PKEQUzoTj8dn3726oF/U4ySim80dK7c/e/z+JH63nAeDNW2zuXIX+/T9K/RbgXYgFTTnMPloBpCuykJYTL/Q5oGbaj5OX1ehkD6M8vNZ7MqQzYbjmr/fLXEJ/xjKZ7nf1BhxBpSYFCxyJwZkoQsP0xsZfIgYykQmERZoaczad9qIcN+l4fSTHQsrK5QN66w2FjTkKFhbYWSTJIkkaLDlNLS5ShVfkRYuaqYyS26SnbvxZEQSuUJGtdOBRqMFk8OFD6NsXWooTxc5O+xnKbHy9Re9RS4N4oS1plLeDg2FLR2OvrbRUrw6ja1/kGQW4SgWOU5/7FKcQBuI7afbd8OOJOpOZyijCI9WcjygmiwGMf9jRZFsnnuQhlOxcDi2ASgUBAcjnzfLamyhXDqpVg40bYe9eWLUKblCW/pKBu8cgB06ehGkPW3GSunDkCLbWOspzg7I2D2jKIQazgO+ZJ3vAAaKBRxD4gktU5BohYeJU5M4daHFlHIOZjzXJPKOg3KQqF2jEMWpzBjV6A9EqejFcMswCHKKp2BeluUkZqnKerqwz/mI+hCBQkruU5QY2loqqb0bY6BJk1doAfNhHSw7SlD+2RZrUPVRLVG6uyDW5bD/N2UtLHlGEJGy4TWmC8OI5+VnHNxymCefvOlOFC/SMmQO9egEwLH4S7djFbYwt4Z3YhCNx+gLJ2KgzmO5aCAYvXQwvngxCqAHOv9Z7kFXmMk04In8ezm9U4SIr6clhGtPK53aG/aWSz+Yd+SQxD4DHFOEV+YxEpoAPpsIYy6/M5Tt8s2cuP6nC30Q6AjEluQtADbf7n7yJI1LO59bsZhAL6MB2TlGXn5gKiC+RJjKei1ThHZ78xGTqcsKoj/V0oYLBtdlYOrcD8OHik8//vKjw3yHLYdTOzs6cO3eOkydPcuPGDXQ6HeXKlaN+/fp/xfgUFBQUFBT+FUyxmcTUpGEm5Uvth3I1pjATmICnRRi3KMNVKlIc8SH0u+/gxQsoX17f5gy1GcAi9tOCupwCQIeKvbRCjY4f+Y2ZDCcbISTE6UQpBZ0OC3Q4ZzbBfRa5FeItLxe1ePKBmv/7+BBADc7ihz+MEo0vBAbCvn1Z7svKQkc5rnMD8Qv2IihT7fK7hBmM5yUgKls7GXjBFcCfm5ShDLchXz6z/Riq7joTRTQuOFnqc5xVOjuTa+zRN1DrJ+i9XHaiiYzF0Vavpp3Kc/KblHnyjlx5jcPEbz934maN78VcAUAY7tThNKSIhkdLtOREH4J2gOa0/QRF2UwhCCxkIOv4hhnPd0sZsID3742qDXVbAyFPwFcUSKxqED06J43P8YgRsGarPvejIzF0ZT23KE0Zg3oHb3rThXsU5QFBeGNFMkZmkDTGRlcHDeeoRnXOM+xUc6A57aMmUP32QrlOUoqpMfh9jF5gxcYGfHz06+xsBa4b6BZ06CCGiAcQxmIp6G/dOvjpJ3H9anowgQk4xktCNra2nKaO3F7QpDHwCAJ5eUUKllhaip6KFhZgpdKgFnTokjQU5YH4sgRYxAD6UpoE7CjDLeKxw94gD1/q51QPnzLc5DaluUhVLlKV9ZZrTfbfHMkpao5KE/dsTscz1eY/TXKyXp0ccCWSYjzAspQZ7zozBt9rVGAqoxnIQq5QifNUpw27KYYopraJzlR4+JpLFCMFS1jdC1atoqz6Nk7aSNyI4CX5iMMBb94aKV0DrLxRlqNspR072UMrBFQUzG6QUiCLxsaC7vp77oM0YjiHaMZBmot5bQGEjHOEprLG71eSQ65jkybiQJU22Uk6xsYQjSuNOIobEVi718r0dhX+BtIxNrZgPyW4Ry7bMDONsrgJBFTocCccW5JYTXcCyMeXbKc4cINybKIzjsTqc+UCTkQTgzNdWUcXNtKFjfK6iwZCf+ExireswseTZWPjunXr6NixI3Xr1qVu3bpyeXJyMlu2bKFbt26fdYAKCgoKCgr/CtLJG5ZbFUg5ztCXZZC3NOs82rHqWS8aFX7JD0D37vrmtWrBGdEpkihcWEVPAEpwFy0WfIWY9C2Y7MxkOKFkJ/rBG+xa60wnKgsXijKhXbt+lt2LTdZ7VNaxPPeBmv8DPH4Mrq7gaT6k+Z0uO39SEzU6urJeNOBevvxRm8qTPZHr1KA0t7hDaWqrzgKmnmhpaZH/vt5rUe2Ybr2U1Ee91q3Nri+cI4LNfIVDbndavFksFlZoCoieuGqVeN78zhCacwA3d70heW7OqRD5CFxPm/TbjyVGwiUA43MsIbvPBH4YkMjsRWKY6ou3NpQ2yANpgZaikrEhdbLdnh0U5z6VuEo7dqHTnCdj08DHU+/1ak5KAhd57A0mg4YGCcloZlKeDjt2GH8exAKmMZpdtMUwm5edLo7sBFOIJ2yik6hIa0gaY6OlWmdkjG3DLpwsE/C1ecuLJPEFwKhcGyCNp2UO+zgK84iqBUOwsKiBvUF0aTYn0VMzJUUMb86VC16+BK3OeCypKe7C8eAOpSj2MpJ9dMVOlY+CPOEphdjE11gYeKam4i/lBCOHeHyLFQONYMVLfNl7My+1OMNDitGe7WyiExpJJOcxRSjAM6O+RPXrBJpzgCtUxJFYY2N3JsOot131lZctVYpnY0bcDMvLYUZiTxwt2UcnNnGJKqzcEUXPoWkqmzE2huFBMjbE4kgr9lKZy+QgWP5dAyiWP5G9tMQ1VUgpNpY1Nv2I0+jo57yJi9HFmcwYLvEFr8hLOW7ImSBvBHmxnXIU4ZH+XqQyCCU1/E3OxDVcL/8LpjHSRGle7g6VPldoFkNPrdHQiCMcpTFqtOiwYBTTjCul49FdN/4A9yjOCepSVwl5/Ufxx+0cTOEkFV+8ZYZBeaqAG4+zg+Qt/rF8w1rmM5jT1EaLmtX04E9qUlzSh6/IVfx4RoRBdukZDCcSVy5ShaI8NOnT8DelXJ6Pi9pQUICPCKPu0aMHUVGmuThiYmLo0aPHZxmUgoKCgoLCvw6djm9YY1KcQxViVKdktiC+YQ21SkUY1YuPF0UzfT3jCcSbmpxlFNP5icncpZSRF0QBntGa3bRlJ5Y/j4Jvv0WTpMOZKFQIjGA6DBoE3bplWjwhIyp4BcrLezVNPkuf/y+8egVFikDOnOlWmZAiKjWfoTZvkTw6U726sop0/OsjelK9cCmT6XbdWY0KAYdYcWJgZQXvyWFUrQKSi1o6k+nsjgl8xVZaeBiImRjUPVprCmG4M5CFFMAfC0uVaT0z55AX75jMT0ZlCT+Kx61PTy3t2c5XbKawT5KRMciVKB5QnAcUp2P5Z9TgLKOZym7aUJlLVOdP47Dcv4BonWi8PUAzvsp/Rb/C8BgmJaHVqdCilo2+cQYRnN1LXDXqs0sXo49MYzQghrob0jbfdYLxZA9tmMEIvmILx2igr5DW4KDT4UYENa0vUsf3BdvoQM5rBziRVI0tdOQEdXHVmnrPNC30jEcUZVVN0evPRv+ugDUPK6NSiedTu3bg7w/Hj0N+Xsh1OnWCMmX0beKx580b+IZ1DPQfxhMKI6ASPWnSjtmMQEx4uMFqrVYOkW3PDpO8tJMZa/TZQQqddSeCilyjKI8oxR1GMF0Mwc9k2L2gE8elRoubfVKm2vyXuRxWgDFMoRFH2UwnOVes2tJ0evndn1/SkKNckfKyCogeqyCqUY/gN2YzjDPUYg36+WTDqrG0ZD81+VMsiIsDnQ4tFmyIboU/BfiKrfRiFROZwP7Kv8ptvyz9hPkMopn04gQwzl2bRc9GJ1tNuoZGgJf40JSDqBD4+UrzDPuTka6HwcxnMf14SFEEVHqDlLmxG6CSUgu8wJf4BEXY6J/Euyg7TlOH23EFjMqX05tObGRPiKmYUlY5QmPekovn+HGVinLagNRUPLkIxJ8C3KQsTyjITIZxlYo4EMdJ6tGC/VyjPLE4EI0TkbgwS8qFm4+XeLl85LONggIfYWwUBAGVmRvymzdvcHFx+SyDUlBQUFBQ+LdROuEie2nFJr7G0+Ct8cbk9kxhNA8oCqGhbL7kw1q689P2skbtBQFu3YIX7+3Jz3MciKMNu+Rw68tUlutG40IkrpTmtqhiu3IluhQdMZK4wm+GuaASEvgcVPQOpDurycMrHPgffjg9lzWvTLvUcE5DS1NWkCaaqYIiiTrrzLXT6ThBPQDiJX1VlQpyEEJVzgPQnP36+h9QowbA2mC7Bs95rnZJuBOBFSkm62Q16nS8aYYwh/AhE7l7FyZOBPfsFmg0YGlnSTfWMYppFM2fxNSn7enDMqYzgl8Yy1lEBeid1305Rw0WMJip/ERNznKWmsZ51/4CdnoO4BGFRTGm9AwSAQGUf70bS7T8cdUVgMhI/eo5dQ2OPWIoclqqcY6rVDIudNKHmb8hN88oSBQGz9dpvsfYWNjOl3Sz38nJWpOwRAsPHuDLSzqyTUyzkGRqONsx6T4qBOrv7A9AnjwwRDLqXQvW56arIYlxGxojAVq0EPPJalGjRU19TuC4Yw2NOEKdbHeMK2fC2KhWQ43sD/mCizT3e0RrKXT/K7ZinY6gVR1OMpTZ4j4Dr8jDJH5mNFPIwxumM0o0DmVSUKh1mZdU4jI+vOTey/S9hRVEClm/oCcrqSflf9tBe6JwptNXpi8fLr/Izh80JJgc6FChxQJdWq9dkAWAABKxQWWRZqoqiDlb7UhgVm5TcbRaTfXfW+2CgQxiIRW4hj1xqBC49dJVXzmLxkb/cL1n2CMzms8HaM5hKW9osjbzwYPDAr6jIUeJwoUy3OIqFdlIJx7qEziIpGNsvGNZnpLcoTcrufBYya/3T6JGsTC20JGfchmncrhCJTbTSfI9/DR6slpevkxluksvtZ2JBiA7IbRnO804SEGe8YwCbKcDY5hCXgKowykqco1ObMKFaNyIZKFkqKzBn5/thbTCf5NMGxvLli1LuXLlUKlU1KtXj3Llysl/pUuXpkaNGkreRgUFBQUFhXSIElyIxI2nFGQYswAowkNWJHdjDFMozgNGBw0mFvOTXDs72LVLXE7ClspcZhft6MRmAObyvVH909RhvIGapZWFjgM0owJXGcpsfcUPGRvPnYO1mct3pkNNLgKJwoUHWtOJ2P8MMRnntJyt+oGx/MJrcpMPSXX0I8PXXgRaU4OzsgH4VrRvpgyXi25W4Q15AOgohc+njiHV8LyUvvzALHx5zsq7lcz2ExlrySUqszT8S1lQZNqz9voKalEgZh6Dmc9gI7tV/vv7sCaJW78eMOn3IE1xIB73OeMpWRLGj4cePUTH0ZlzrWnJfjGXJLA7qDIr6MMopjOOX5jOSADaV3plZJj/jRGiD+FfnLMxrzqQwjwRxSbSm2iFhurD2CVDhbc3uNiI19M0nbG4Q+HCMH2i8bV2nuqm/Q4V40/DcKccN/DhBQNYhAqBylwiKdH4PIuIUtOPpQyM/NUoVvs49ejKOr5hDSfCyphs5myieD6ciBRzhV66JOaZBGhZVB8q30Byqqxc2bi9tTWMGwcW6BjCHAB8Hh7mCE3Y+sUc3g2dLp9PkXdMlXnbspM27CIiUjx2np5wtuFkLlIVa5IZaRB0mJs3otAL4JIaTgucoi6/84P8+QT1GM8kpjGaZfThNLW4SRmzxlZzONkkE4Ebz/EjKjZzodf/Zepan2clvRkohYHakYgzMVjbmxraxjORDXTGnnhyEMx0RuLLc1yIlL0dQe+lCtCZjUTEWHKSOlxKfZkWFETL5B1U4SL1o3cZbWMKo+nSzCAiQPKYTsKGBMQ8ASGRVjB4MNSta2yEzsT9+9777PJy2py0PVhFPPZYkUw1zjGy1OEM+0vlalxR/qAhndlEFS7J+fOWkCbvY3r3Pa0WB+JwJMZIQEnh/x+fnIl0ZBu1nG4Yla+QVNMd+byCPi5EMYppfM0mfpU8wHfQnlgcZdGXKlyU678mL968JQ+vuEgVubykpGS9ga6ERGXyBaiCghky/dqltZTr59atWzRq1AhHR/1kyNraGh8fH9q1a/fZB6igoKCgoPBv4JRlA/KnPDEyAD6iKHVU57hJKaJw5TzV2EVb+rMYl4VTAX0olqWlKHqcyga60Jo9NOcAOtSclLzchvA71iQzQzLYpKJWCTTjEM04ZDyw4GDIlg2zpLo1FS8OFSp8cP823i/DZL4ERFXs/1kyCrkUBIYKph41H0tsnIpzkicfSIbCvr1gw4YPtotMFI+xL89ZTxcQOpCSAjMYjVZ6vBvK72yT8j+GJtw028/FZ9lpyiXw15edCCklZ9nb8Kom9ykuh/12T9Z7uSVjjQZrdKdOm/SbVo05FUtLCHyr9yJKye1DP79NtLq2hrFMBkSxhUYc4diVvGb7+KuNjQgC0xjJJjrx7f1bko8HxkYrtZqzXl+REvAGp/LiNaVSQU4fO6Iew4nLxi8NvL3h5kM7o7J8vOQpBQx0l+HSA2fmsokE7NhLa6P6V6iMSmescmtrpaUZBzhIc1SxMdiSwGUq0wC9wIl9hKV0d9BThltGnw1T6hX1jOD8eXj+HCpKdqC0jl9v30JioricgLRfVlaiAcfaGq/f9cZWTf/vjBsLAntojYCaJZpofXmqp6xGIxfV5hSVuUw/lgIQhStD+F02jIJeIOapwZGcxDgCyU1pbnEr+SSZQqdjHt8RhwOFvbpnrs1/FZ0Obor3lEI8JgoXLlJFDLU3k5+xKaLxbRRTCSMbY5ksG+t1qMjBe4LxxJVIFjKAgSxCQMXNx/bU4yTFucc9SkK5ctzlOS/xJSE6mZLc4S6lmMg4RjMN1HoX4rAEeyLwM/KMLZn9HfyyQPzwxx/G+5MB7+McTPYnldX05AJVSEa6OVplPrXYz96rCH4cbiTQATCP75nLEH2BufueIIBOx0UpxyzFNprWUfj/Ix2BmNSctoYK0J9KTc5wiKaEkY3NdGITnQEYxy+A+GwRgxMp6AVfrlCRstzEEi17aclS+lKPExTlofysePqxl/Rkp6CQdTJtbBw/Xkys6+PjQ8eOHbG1/R+eSCgoKCgoKPzN+ArPzZb/YDmP4SlTOEE9vAgiG2FkIwxyJJrUDQ3VL/vhj4CK41I+t1T11jkMJR47Tru24W2kHQ8oSjEepu/d8/69qM7wIQICMjQ2vo5xlZdH2MwDBn+4z38qGXm4fOYE/HlzJLCTtrRD9NJZTh/YuDFDY2P3Ipeof+kXshEqhjhrtWi1MIYpcp1tBkIzyRrzwSy26mR8eY6fRySDwyZwijpUyxULiGH8a/yrc0JSBf6SbVhZ6Sfzl6mMDjWeiCrNk/iZ49RnEAuoxnk2oBcf6tYNZs8GDw8YMgQOSM6QZ2650LPAWbi2BU/es4u2HKYpfxjkKfTiLXU5yUa6UI7rHHnzKk1mygyIj4edO6FJE9Gw3qePaNhautRs9a2xzfiZX0jBiqB4fZ5Co2soJQUXVTQQDgaOH48fi/+vGqdsBGCLXgiUilzhKpUoxFMjzdlXr2ALX5sd10p6otUYe6hmd0lmBiM4KL2YSMSOe5QwqlPR4jpIE89UurOGMDwkL5dzfPGFaNiLxRHrssWpWtVYXVurBTviZQ+xGzfE0GsQvXTas4NGFpfEAoOQ/Hy8xE1jrOINsIR+CKhwcvpNLtscUJVn5KN1oBv+5GcH7RnJDMqmMYz+zg9U5xzt2QlAMDnwIYCanGUn7cjPcypwjV/5mduUgeQjZo9nWh4GufKUguQjgGyOpvdfBQMi9B6EweQgClcGMx8rNIy9ZUmFyuabtWUX0ThThEdyWSyOJElGOgu0NOUQzkRxiS8Y6ZBEce4ZiQKtUfUkXrDFvnZl9pxuTV5eyaH0GIhN/XayPNN5xg/M0nsh20/VD8Ywz24mjI1Fs4V+cL03b/UfsvA70cD5MnDVxNhogrkXYTodPzOJKFz4kZnkVUJe/1GERlvzhCo4x+U1uiv/QQOSsDHJ2fsxHKIJvzGcapynO2vYjvgbfZpa1AYciCUOR3x4yU3KAWBBClvpSEWuQf788Pw5rdjHSeqykl4M5zfy8RJbEnG0zlwaCgUFc2RZjfqbb74BRPXp4OBgdGluannzpvMWWkFBQUFB4b9MOpOAfARgRQy9WWm8Qm1qHHr4ECYMDMHyj0MkYIcf/pTjOsP5DQ1WdGM9ANvoQGCSB4F4yF5HyfEp7OBrVAh0YBsWqeFWmclnZmWVYZWG+Z8x5rRoILoXlZs6Gff6zySjyZpORzRONOEwEbixjQ6UkPJmfgwudhrasps6nOQUdXkthUZnhLddBHY85SR1eUAxmicmolar6MUKVtLbtIFgfr/qFHjNc9pBtZawbz8t2Q/Z6wGimEtzn/sUeHuWnqyiElfBVm9szGUwua7BWdlDsx076ctScvOGFohWxUqVREMjQL16on37wQPpNJfCHXuzks5sZBdtAag4/xtSBg+hAM+wRsMu2nKTcsT3bQvfts7UcQLE0ORly8Tl4GBYsUJcnjoV3N1Nqk+OHkQKVoxiKj193gGtxBWJBgaoDLwrHRyMPyckiLbO5GTY3PsEOb5O62soUrYsDGYe8/nOZF0vVpH76R4aGhbqdHK+z1TW0Y0EbDlHdWrwJzZqRzBMnQCoERjOTPmzSgUbT3gRd+sprq1MxS3u3EE2NAJ07mwswP4SHx6khNOGDXj9AVeugK5SZUpzG0u0PMeXNXRnMPPJLgh8y3Kxob3e2LjGvzrHKIHvu43sZ6qRsdwQFcaGnJf44MtLAK5TjnLc5AFF+ZWfyUZIpnM2Xn6ene+YTxMO0VL4vOGN/zoEge+Zwyp60oq9jGQ6pbgLQPblgomx8Rl+ROCGLy9YxEC5fCEDuEgVonAlJ0EMYiEB5CUaF5KxplKZANGj0YBawmkAbP/cRxLzxO8YiMKF72ZHMVPK/GFrLYqiGeX8NPCaNTovMmGkq+HzGh9e8BJfs+u9COICVbhCJcoGeVIrwx6Nac1uzlKT6YykNLflnHupZ7vK3D1Hq2UN3XlDHr5hLXkVNep/FMdvZ+drLlD75RVOrV0LDRuClxeOxKJDTQJ22GXczQdRo+MUdTlFXX5hHO6EEY4H55yaUltaD8iGRhCV4F2k84tZs2jZRk047sThwEOK8Sc1+I3hlOQuRYoO+MQRKvyXybKx8enTp/Ts2ZMLFy4YlacKx2gzqfimoKCgoKDwX2KV0J3ObOAFvlygmlxupTX2oGnNbvbSmuGb/JnR1riPggVh468v4I/uDGI+b8lFb1bwFVtJwUI2NnZnLTdqjkZ39JjsQRIfmUxnNgHQhQ1yqG26E3HDSYuZsLi05HOJlJdf8T/84tFw0ikIpvGjWi0FeEaI5FsXRxqr0kduL5/qNQhgSSZDhHU6/PGjPTvJwyuar1mDVffurKAPb/HmME1xJIb9tOAt3nyRzwtoa9qPOYEYg2e5IeX/hAvzMxyOYSh4LI7YkkRzDnL+PERH68NxU7l9W9yMpSVEDQ8iiew4E40dieJ52rAhtj/UI4kHAPjYBrE1sSNWaMhBcOaOUSqGLoVvDbyP0nlmbWBzlkKa+3zNZvwciupXGHqbpqSwOLozIajpFmSDT5o+Zsww/nznDhw+DD4+ojfi98xhLkOwt0yC1NBLxGv8Q94uJperIFCQp4T6ViTbC9GdMj/PsSWJ+pJwh5GRVCKInLwiL9kIxU8qG7uhCKtXF2FqMowaZVw/Xz7jz3XqiH9lS6YQ0HIQtThDfLw9TyhMXEyE9H3rlbyrcZ53eHGNChwyIxAD0DTPPXwCz1PAMRZ3A8OmE9GyuFXqRDp12YE4Askl1w3HnRjJiycKZ3GinTzE7LFMi697FIV4jAqBiGgL3DJu8t8lJYV47InFiaJFVZR8eE9eZW1jKrbyHfM4TFOW05u27CIZa75mM6cNXku9w4vi3KMGf/IDs+jKelBtTXcIjlZJJGmtCEWfS1FQ6V/STWh5g46HuvGOnGynPTYkUTHCFq/UCoaeypkwNiZaOsqGxnJcx4sg2aMYwMbAqPl9wNFMGxsfxucjFoFV9MTNICcpiIbG6pxDiwUXklNMxRa0Wr5nLsOZyVh+Zdrxh5TumraSwv8XTvZa8uOPd9xT6N5dLBQEJjCBBQxmrM1vUpDzx3Pe4HnyN36U74/bEpozFkg0SGuzmu4U4wFaLPidIXgQxrUNldiPt1GfR2nEanoyjZEUUbxlFT6BLBsbu3fvjqWlJQcOHMDLy8usMrWCgoKCgoKCAYLAaKYSjCd3KUFeXjGaqTTmCA00BzlOA35hLF+xRc7T9ttOP9LYK4iPhxrflMCCy2ykMz1YjRdBACzQZ5YDoNzRqcBUOXzM4u1rCmPL47QKlyEh5sdsOBHLhGdjdscExjGR3bQhJeuPF/8cDA0hqdYwQ3Q6dNKUbwEDjcIBP4aYODU3qUGKygoEY1XxD3E7xJsDNMeOeCpzWbRmSazlGw7SjFCyEYQXKgRik9L5DiWDWxgerGQ4cTgwKOGafvr+gee8VfQgHHe+ZjMVuMo1SeghDgeSscICLVWriqHBqWlBo6JEweWUFNHJyMYG2l7/iZPUIx8veUdOhjGLyZYX8HBK5m246PfxMtGLL9lO4sf4gRha6N7pBWfSMzDMcpoIseJ1hbaQfsWePfrllBTmR3/DQwpSI+iRbGwsW1ZMZediICAN4mlkZwe+vnD9iRMLJe+u063mQJr8qjtoT1qciWIjnWlWyNiE8fyNFbV5iWtgAoJfAfD3N2lrLoXCVjoylDl8zSbpFYT4XTg7g729SXWTtK4pKaJ9ukkLS5DyKcbiwBlqYt20NfADG+lEAnZ0YBvt2Ml6ulKf4whCHR4iGnELpegnI9+XPg2XloJHX5YZqHSPYxLROLOQgUbG+HA8qMxl8vKK75jLUwrKuSp/YBb1OIEWC2rGqEnzdZillt8bbCnAIZpx/fkJFNnLD6DVMo1RjLaciavfF/AQhjODQIu89Otnmq/Vk/fkJYCT1KUPKyjOPe5LgaVfso0cBLOQQTygOA8khd6y3KSMGQ//E9QlBUte9J2O81xjU03VcgaGdbWaMUxmt8FLlm0vNsn554SkZEnCSIVaqyOjGe27aP2FcY7qsuCGOcq5v0h3XVp6vxzLBUqTxy6U1wnihaZDhQrReJ76cjJ4/QRybtkk5qNI/U3WavmRWWznS47QhAHrFlF67Q/pbEnh76ZZ5VCaYZz6Aq2WzVKqjChbz0/exi+Mk5cNhQLLWt4DivGG3NylJIvpTw/W0J3VrEGfU7TAZVORwPJcpyBPycsr0H36GBX+u2R5NnDr1i2uX79OkSJFMq6soKCgoKCgADodzTnAKnpREtEDpCrnKcQTgiQ/i5/5lX20/GA3cXFw45E9UImblKUD27lKBV6RlzOSH0Ur9hCNM6eoa9TWSRvJfYoTTA5jxcpevaBnT9ONRRsIN2QiT/PNd15MQlSwuZsm7O1/CkMDVDrGxrd4o0ONNcmo+bSwtUev7KnFWVK/kvsU/6CBL5Xtz8szmWYMZh7z+B6WI05CgeyEcp/izGS4XP/ngJ2UMtPPn/7ezGAflle82YOoTHzl8SW9/MHGjUTjRCGeoEIgIFnvBDmV0TyjIFW5wFUqyeGtxRG9AnfRjsVLjHP/JSfDixfg5yeGGsfG6sO8AiST3RTG0DZmKHbWxsbApI8VHko0NkDIGIZUGiIIPKYQTyiEb2TuNBkQ9W072B/gXbQd3tn1niWdOonGxmPHxFDjVMqWFdMg+PhAhVN6Feoy7sZKzXFxohBMWqJx4Uu2k6Cba1SenCQqisamRBrt2zgmypPQ7trVrE7jpetMNL48N/ISffcOSpQQw73NUbOGwNk/VaxaJUe+IwiicbQMtyjIM2ryJ+SrTI4cECLloKvFGRYwmAVSHled7leKSx6rIVGxZEt1IUzNoffsGWskhePi3MOXF3J+xrQcpin3Kc5DiuKAPgffSnoxm2EALL23lW/N75LIjRuwfTs4OODDS5Kwwe7VE+i2VpRR9/P7UOv/Jq9f40E4HlYJbD5dizh6MYppuNunQElTY+NqxN+YdoiK6fcpwRY6cpBmrKcbAA8oyj1K8D1zCcKbrXSk/BMLBnEcD8LksPqObCWMbGRfbhrqrtEaXN9qNfkIwJtA3krery6WerVrkpPldCLBYfcN/CPNs+deAXl5CHNMFKkB5jEYP/xp6uMGadWk08HTKoy8BPAqQe8+rEagLifkl0/nqIbnUimqsFo1+Eo6xtLLov4spg27P/nll8Jnxtxv+fv3cprfnrmPgXT+fw4EA5P5WqdBQAc8De7xVTlvZGgsxn1s7H2M+qjAVfbRirH8whq6k/1xtPLiReGjybKxsVixYoSGfjhBroKCgoKCgoIBOh0r6c0qeslFF6jGBapxkjo8owBDmIMbEWzia05Rh2YLm4FBeCAYexetoDcd2E4VLupDohEVghcxgP6qJdgKCbzFC2+CICkJC3R48Y5MERWlX85EHqjLgbnl5dLc/kDNfwg6nWgNKloUxo0zLk8lnYT81qRjpPoIbCxSKMwj2ePUnvhMGRvzOwZTj+MU5rFclpAA2YkhGWuGNbqP69EIIqVg0IQU856NbyIcOEALCkcFyWVWKv3+dQxbaJQ7z3BordnDezzJhvFzYTjusuCDtbWoxOztLdqsHRzEcYJoWHvzBo7QGDU6GnOEYzQCoOr5GSTrTMd8lIZ8waVMeaqZxTDv2QeMjevoxhTG8N3z/cw1VyclhQnOsyH6DfjqFUWHS/bdR2nm/Gq1+TSP/f/sxAqDz8eOpT90NyJMzsl8ORK4SgXU+XyMvpyz1JSXI3E1SQnQk9X0ZLX0aQgg5ll8+1Y0AJvjylWxfd26emPjli3Qie24EkEEUv5La2sjh2k7TD1nPKRzRm1h4Km6XkwDwYkTTGckI/iN+5QwMTSGkI3fGcoUxgCgxYJurDOq04lNLEbMNWaty0DspXx5eXFv6kKqVsf69eJ5kolUEv8ZNBqoUkVc1moZmjCJ9+SkEldwt3xjvo1aDTrxGt9FO5pxgI5sIxpn2dhYlEcU5REuRNGeHcTgRHRoEiclLfXxPGQiEyjFHSJx5W5iaQB+ZQyOxCKgonoFvWfXgTt5WUJ1fHlBP5aQn+fUz6X30lIl6z1+ddqMf+OcrPX1l9EXgMYVQzlx1RkN1hymMY05KlYQzIs8mWOX3wi4ft0kF+lJAw355+SnGpKx0fAC1WqJwpl27MSBuE9++aXwmTH3W56URHP+IAI3XC0/PTdsD1axmp4MYj4uRDGZsQAEp7ibCKkZpvA5Tj3qcRLVE+Nz5iem8JQC3KAcx2hEp8hDnzxGhf8u5qUJP8D06dMZMWIEp0+fJiwsjOjoaKM/BQUFBQUFhTSkE65ZhIcU5jF9WEEcjhylMV+zhWX0pVUb059olQrOr/enNbsBWE8XtFiSH385Sf5hmlKEx0TjzBGacCfVny09Ner0MPQGy0TOHjsrvSWlXTpeSP8ozp4VLSXjxxuXZ2RslMrOUJO9tCSEbKZ1skApn2geUZTGVmJ+vZ6sMisOlJaeBc5ynAYMlDzAABAE4nBEgzXTjpalKA/lVeVdnprtp1KuQFbQi9lVdsghhfv89GF4qSHx/VnELUob2Vx+YwTr+IZCPOU9OXBFVKi1QCvnMqtZUzSSBwaKEb52dpArFzg6in2EhIAFYgjjOrpxmlo4E0Ve+1D6Nw2gNLfYQTse1BO94hpzlEdpUwFkhQQDw1c6xsaa4btlQ1ZeW71XSAoWhEk5AUlJ0RvhDSaUqTaYtDkPAby8YM0aWNhfn99u5aNqRnUMBXLTEoQ3N8buhJgYuczOKoUKXKec/SPWRLelOn8yg+H8wGwmNzrDPlqIKRYykVN9xQrYtUsM9TbH5s3i+uwGLmA//ij+j8SNQLzZSCcuvdd30IX15CaQ1+TmHNV4SgHUKoFQshNKdiN9nk5sxJYEltGH4cykEgYKNAZ0YBs3JbV0QFKh1oee36O40T2o++nuGQr6AGzia3ISRDfWGq/IxPX4nyIsDIA9tGJecl/y8opmHKAHq/kqfqXh6alHulY6sYk35GIN3QExVDqVnpJIWn6eE4MzNyhHgYJq/CQl6kmI9+qT1OMG5VnXbh/jmEgbdlOc+2iwIiBIn3v2zlsPErHjIcUozW06swm1Rv87mByfwo/8xmim4OaY8QukVkUe05z9RmVHrmZjl/pLYnGgAX+Y7G+mkOpWz/E43SpWhi+4Ui39AFoteXmFMzH4o3jg/tO48MCV5uxnBNP1hRoNy+jLdjrgYxX4ydsYwQwK8JSl9GUU0+Ty91rx2aQ0t0zajGIqxSTvckd749+GtuxmJj9ShlusoyvV8326YrbCf5cs/3rWr1+fS5cuUa9ePXLkyIGbmxtubm64urri5qakUlZQUFBQUDBBmkzkJMioeBTTRK9DA+5TjAtUISTRyWxXVcsksJu2+OFPN9YzkXH4U4AHFJPrlOAuX6iu0JCjuBMOQGiYCl+eo0JgKmYsIWkxnJxnwlBR00cfDnrAIGn+P5YEU28rAHQ67lOMt3il69k4hl+pzRlas5ev2UxhHjGboR83Dsm42dFuHz68oA6nMuXZiE7HG3JRjutU5Twg5tx7bqCUepGqdGc1OQmivec5ePrUZJ/8XELpxSqa+jzQFxrUWUI/XpGHGYygNHfSHVpO3stelIahXGbEnlGrYeRI+OEH8DRIB+VJMIV4wiyG8UvJ7Swa9ICdtOMxhbkcWZhmHKAsN7Ahi4ZzQwyteemII73Tiv4gf1KdYT56o9UdSpGNMJyJQZds3tio04kGVXP7bW8P33wDvUalH7BZsOCHh/+AYrBwob4gdQxqNQEp3pynOi/wpSX7+WlbWVpwQFQNn28g8pPOuX/rFuzdC4/TsXns2iV28+yZvixV+KcgT7hMZbqwkaHHmrB6NcxnENOlfJR5eU0NzokT3HQEYjRYkYStbODuK+WCTMsp6nKYpvLnQ9Jyb5YjoKI4DyjLTQYxnx+YpR98BiRgx3tyip6ghijGRmOka2gJ/fieeQxmPrtpww3KszWpjdnb5gKXMbRmN8doSC7e4kIUF/mCiui9glfTk/00R4sF9ThOQ47hUbUwvxvcW+MMhIM23CnJJMbzBw3owgZG8BszVujnonWy3cOWBNwIl3MbG17zCQtXMpPhTOUnBG2aF2pmXs6528ZzgBYm5Y7qeKYzkomMZwALUSHw441OHz6GZhhU5ASDmM9+mjOOiUbrvmYL4amSRYY3Ya1WziEcTA4SPjbVhMJfwrtIWw7S3EjEhZQUdtCOClxlXUg6OSuyQCC5eEZBNFjjaiAw1CfudwBuU0Yuq8p5erKSKfwkR7nc23zPsDuqcp5l9GUqPxGDE35u4Z88RoX/Lln+9Tx16hSnTp3i5MmTRn+pZVlh6tSpVKxYEScnJ3LkyEHr1q15nOYJRxAEJkyYgLe3N3Z2dtSuXZv79+9nddgKCgoKCgr/f+h0FOYRanTspzm1OM0XXKQwj9lKB+bynWwk+pGZVOMCh8+YUWkAeaJelIc05Cj5eQ6I4dOp3KcE4bhTkrtUQlSoTU7QykqaPzE142ArQ6+vTBgbfVwjacMu3AnDGvNGnP8FAsKdKMF90UCTjrFxlpQLzptAAsjHEwrLghdZRjI2dnHayy3KiErEmTFu6HSkYMlNynEbMZxQrQZfXrKeLpTNF8ZoprCangThjeWBPVCoEPRLk0csdR8NvWUMvDuzE0oe3uBIHJnlMpU5QV32jTgnezCmZexYmDVLDK9eRQ+G8Duz+IH+LKYPKxh/70tQq3lEEcYwhR7XB1GPE9ygPGU+JUzf0NiYjmfjHqeuXKccZbilPxaCQCz6nUlMECgZfBxbErhwW69IHhsr2vI+5Ayc4OxJD1YB0KvIeaN1VlZgmU6Yfl4CRG9VA2NheKSa9XRhV3R9OjgfZQEDqc455vA9CckG3+mwYfrlNWvYTntaspcFklANiGrZa9fC63QcWS5dglOnjNO57tkjGpefUBgXoqjFaSrme8+vv8JgFvAyjU63m+T9KmNgOFnY7x4B5KULGwjEm5+YYn4gaSjCI/zJz/fMpTanUCEwkfHM5ztmIbleZiL6qg27qcdxHlOYi3yRqW3/J5E8G2txho5swZcXkoDPAOa5jTcrMHTDtip7aU1bdtODVYxiGlW5aFKvJfspwmMK85gdkpSLoRCL4TVYJId4Lg1hLu/JCUCj2vrfnip3l7GRzkTgTiWuokJg11N9PmFLUujOarqyzkh4iOvXxTcGY8cajS1mgd7jtUgR8Rd0zx5IUNnzC+P4hXFy6H5MSuaNfqPeDKINu3C2SWIBg2nBAaqmhkwbIBvB0xgbQ8lGRa5QnfP/Gy/6/kOULxTDSnoa38tSUhjNVK5TgW8CJn3yNgyvD8OUOkGSsMsQfpfLQslGaW7zE1NQIeBALO1H6XORgig2aC290KvI1ax56SoopCHLCUhq1aqVcaVMcubMGQYOHEjFihVJSUlhzJgxNGzYkAcPHuDgID64zZgxg9mzZ7NmzRoKFSrEr7/+SoMGDXj8+DFOTua9PhQUFBQUFP4x6HTQqROBbCAOR1pwAEs0xOGANRqGMIfLfMFPTGEgC/EiCD+e4exa4IPdfsd8vkPvrXTJYHJcgrts0XUAkEVCPCwi2UtLvmMe5bnOd8zDnnimp+flmEVjo0qtohrnuUxlblLWjJ7uPxiDfHYB4QbPFumEUQ9hDhqs+JlfqCZ5FXryHsqUgYsXxYlqJrn70okfOcLb4Hzcowh+POOZKmOBnRn3mrKUCTTiCMP5Tb8fQBc2Yt2yH4vnVyEXb3Ajgk5s4iemirGyy5fL/YTF2vCWEiSF+lBRMkEvCJ2qN0G5upIQmcgmOqFGZ5BaHqpwgUtU4TS1CMRbNNAC6+km5mGbAauLQvfuJoeQCRPEU2z8eNhPC/bQxqhOPe8HBIXbGHns/sDvDGVOhsfmg2TCs7GY+hGkGsVSzwGdjipcpBrnUKNDp9GSKNiQhK2RJ+eaNaJTVPHipv0mJkLTpnD5MsTTk3y8ZEXzPWDg9VK2LLRir1FYcCqFeUx5boCV/lgFvLOhG+vxfhvMyXw9GYTe63FVHR09GEI+AmgrpV4AICGBJxRiPy3F81aiYkUxvD2fXqfCiI4dRTtTnjz6shcvoDn3sCeeq1SiHiehwzzU/uWYOxeqcYFblOYdnsTiSDZC0aa84RvE/IxL48BBulxylPYCXhOLA7kxDi9cRh++ZTnmuMwX5OSdkUDMPL4nGWtCycb3zKV6JibM7kQQjz1PKEywSbYzBZkg0UtwtBSy2Z3VrKU7F6hCFbdgsJ5o0qTN5AqsllIWpwpU+PEMfwqwhL68K9uUmzcFDtOEZGxYxED88WNXPJygMS3YR32O4044dTlBCpZsr3+D+X+WRmPwoq1COQMrf3Kyyff4Lkb/YsCBeIrwiCRsiIktovdn/fFH8V46eTL8+qtc/2Gw3l350SPxmtdqYZeuldE2KnOJ8UW3Aw0yPJQAZ2LLc4lS7DGIwt5Da5N6zkgG8zTGRhuScSAOFRmnO1H4e8mXM8kgN65ESgrPyMCFPQukoM9tnI0QinMfB+L4wWYxcIDCPKYr67hAVZ5QmDPUYhftAIjHAXs747wHAeQjCVue40sEboTE2GYonqSgkC7CRxARESHMnDlT6NWrl9C7d29h9uzZQmRk5Md0ZURwcLAACGfOnBEEQRB0Op2QM2dOYdq0aXKdxMREwcXFRViyZInZPhITE4WoqCj57/Xr1wIgREVFffL4FBQUFBQUssypU4IAwm1KCuIMRv+Xg3dCRzYLOXgngCCU4I5+ZTr8ueaZkJeXQn2OCQIIndggNGef4EKEAILQkCNCwsKVwjeWG4T+LBQGMl9YT2dBGD1a7vsleeXNJGJtfkOnTwu3KCXsp5kg7N+f4W4ubnFA7nMACz7yYP2NHDqkP9YpKXJxxIgpwmEaCQdpIghv35q2e/vW6Ev8ik2CM5HCWrqKZevWZWkYp8afMjonfPEXBHv7DNsNKXRQAEEYzWS5cXJolDCH74Q5fCdM+/qWUb8DWGD23FrSaJcAglDV67m8upnzGXn9kYKDhB+ZYfa0TC37gZmCDuTPPVkhL587Zzr2lBR925AQQVjfdJMwmslG41WrtMLG0XdMrhnxIPlm6RgbdTBZf7yEPn3M13d1FdbTWajMRWGS7yqxLCnJuJ9Fi4S32UoKAeQREq/eydQwYmIEk/25NXabSb1hpf8QQBDqc0xox3bT/Z8+Xa77ZPlpoSFHhK/cDguLG+w06R8EoSKXjb+8338X9tFc+IGZ4vUt4ecnVjt/3vz43dzE9Q8f6svu39dv5y7FxYXFiwVBEATfnHECCMJFKhsNKCk0Wv4YEZSg72zJEkEAIQonwZJko33IzzOz+5b6Z3iOpv1bwABBWLo0/S/GoPIhGgvr6CK8IneG9+L/LMuXGx2z1MXqnBWEQoXMNtm+3fR7EU/OikJKfJIQsvWEIICgwUJYSh8BBKGBwznh9m3jNkF4CtYkCiAIryeuFFqxW2jGfiE77wU74oRrJ/XzvdgSlYU/qSb/NoIgvGjQx6hDB2IEEITn264KwpEj4sndpInZ7342Q4zGUqWKINy8KQiVVZcEEIRBzNOvbNs204dzt88QeZ/T/lmTKEThZFy4dq2+8fPnpo10uqx8mwp/JSdOmH4/ly/rfytdd35a/zqd3Fd9jgnjmCCAIPRnofwckd59MTvvhdV8I/TolGhU/ohCggBCW3aIt/PmBz7DgVD4NxEVFSVk1r6W5TDqa9eu4efnx++//054eDihoaHMnj0bPz8/bty48UmGzyhJ+dJdSnTz4sUL3r17R8OGDeU6NjY21KpViwsXTN3LQQzNdnFxkf/yGL5+VVBQUFBQ+LuRPKlKcddkVTCejGMS16jAHL6nA9sYxkym+pjPVQagyebFK/LxFm9AVPI9QAuiJL+Ma+4NsR3QEztVAosZwEIG0ZUNRjmonNC/yX6a3ht2jYYy3KYFB7jz7QK4azp+Q8Lj9d58hknK/7Gko0rsahFDY47SlMPphlEbsplOROFKN8lTy7w6QvoU8YpiHV3ZlWswZ6jJCGZwTVcuw3YD/Y5wkjr0kkQVaN0ajUYMKRzCXE498KS8QT60781rKmOrTiYH78nvGs5quvMl2+jsdlhevyW8oewdm1YcoYIUop+EDb0NNJUbcoxw3Lg55wzVjPVPAOOIbUtL6NIhmSmMYSb6UF+doMbDOYUy3KQKF2iTV9yXmpzhQnyZDI9Puhh6Ni437ym3I7kF0xnJZb7gWbyXNKA0XkMpKXhFPSIvr7GxFjK1aUdHWLIEBgzQl5X59UuTejXG1QHgOA1kD0dflzAO0IwULMRYa4mC3nEcpTGb/X6m6bSaJn3ZkEgtzhgXvnnDPL5jNsOIMtD1LlBAFGe3TScCtGBBKFLEWJh59Gj98hMKiQvWoqdZx7YaWrEHLQZfOGChFpjNUGYz1GhbRx/mZTZDeUxhNFgTgyOFJLX152nEL+yIp5QUTt+NtfI5ClCJy7IggzthlCNz85OHFCEIL3IRSB7SUVVWMBIPMzzzm3OA5zofs00sLcHBUvwN6sZa5jNIXjF4mDUzd+XnLiWwREs1zuNklcCLnFWwsTHuZwW92UpHdtCOBMGWEcxgDkMIxpN4HChfQe/1t7LkHGpwjihcuUJFBFT4/GF8zfdkFf1YjOOja9C48QcvAD/8jT5fvCj+dHS22ML3zNHfi0G022SS1i6n0vXaTcaGRqkK1+bQahnJNEYzhVgkr826dTO9bYW/lugEK25TiqcYRKqkpHCHktygLIs8Tb2As4QgsIdWVOIyidiygS4ALGYAQVLuYVvM5+i9Tnm6s5bgKOOLrAsbWE5vshFKHl5hb/m/mxZH4R9AVi2Z1atXF7p37y5oNBq5TKPRCN98841Qo0aNrHYno9PphBYtWgjVq1eXy86fPy8AQmBgoFHdPn36CA0bNjTbj+LZqKCgoKDwj+LAARMPkNS/sUwSErCRC5bTK0NnmqgoQbha8GuhPduEIjwQqnJOWEFPYQAL5LbHjglCC8uD8mcLNELst0OFPbQUPfZAaMwhoRS3hCtUML+hQ4fk9hf4QlzYuDHdcT37bq5c/xKVPvGg/Q00a6b/ImJi5OL470cJG+gkeoO+fGnSTBfwSkjGUujNMqESl4RVdBd20FY4R1Wxr3nzsjaOTZvEdiVKCIMRj+EY6xkZt2vfXkjGUjiUrauwn2aCtks3ITE4SviajUbnmBeBQiUupXEpMmDYMLFs+HD9+jJl5NXLS80TurJW2Edzk7YDmS/k44XQj0Vy02bsFxbTV/AiULg1/2y6w3/zRhCePpU+rF8vb/s4dUVPNudgQTh5Uj+mHj2EyiVEL6TlbsMze3RFunfX9zN0aPrHQiKvKkC+Pm+U7SkWxsYKdyku5OaVUJy7wpu+k/R93MmcZ2MqQUEfHsKGDel7oyxggCAsMPAc3r9fXFGpkvDbpHijukWL6sxvCIQy3BBAEFbSI9PjvnpVEC5cMLpc5NMXBKEFe4XS3BTGtb4tCIIgNKqdIIAgTORnoRCPBBCEXiwXhMhIfaPERLmv7lUfCyAI0xHPxdV8k+5xAEEIw01IcM1pdO8bNkwQdOYqpxMRlXo8BBAW0l8AQWjLjgzPkf80M2cKKajlwzPLZpSwm1byb405du/WH854bOUPk/LpvaBrI17vDygigCC4u4ttx43TtzX05B7f4rpAqheX3Hm8vM0FY97KxbtpJWiwEAQQfuJXoS+LhQt8ITgRJXgRKAidOun76NDB7HevwcLktOrXTxAEa2u54BalhGX0Fk5VG5P541m6tCCAUNPrsWBDgrCfZkJ23httZzXfCFpU4gcD73ntg0dynRA89A0SEtLfnsLfxv5p9wQw8C4HQThzRlhLV6E2J4XZ2Sd/2gakMIHhTDc5NzdbdBYEwfy9M5hs8ofHj83X8SBEPKfGjfsMR0Lh38Rf7tk4cuRILA1ea1paWjJixAiuXbv2gZYfZtCgQdy5c4fNmzebrFOlkT4UBMGkLBUbGxucnZ2N/hQUFBQUFP7fEAQA1tKNmmk8jEpwD1sDZV1DD6B0HPhxdoYKReNwJZJHFKUph+jFKln1FaBhQ/jVdjInqMtCBrCRzgRG2NOavTTjEI7EsJs23KaMkRqoESkpCKgQUFGFS2JZ587p7qanQ6y8nFYU4h/J2bP65ZQUCAkBnY7HIe50YaPoDWrGs1GbrMUaDSvowxUqs5WOtGcnMxghVcg4v6UR0vmBpSUluUsL9lFY/TTjdjod8djTNHQdLf6PvbMOb+r8o/gnqRtVtDgt7u7ursNhyHCGbcAGDGfYGO7uMtzd3d2KQ1ug7hL5/fEmuTdtaozfYCznefo0ufe9kuTae97zPYd9RK3fjo21lo10JIvO764EN/DFk8vJhV2YCojR7xPQc19zKnGeWxTnsV65psMshjKLoUapwftpTF8W40cWhq4oSFLw9BRKOoA47ZOohQABAABJREFUjSVR2BGHFbU4gRYFz7pOBKWSrbTBgQiaHBtE+SJClfhD8PSUvx8ZgmLs8SEPAbgTGx5HOzbRir+I6TPYZPsaFmepz0G6sJYSdo/ERI2Gx+TjLdm4T2EeHXzBcnrwB0PxC7AyuZ6kkCmT8D4sV844JFqPxo2FkLhxxiuJ5qkTKBsNikulEnd347YPHyadaq5XNMqDpVJCixZQsaJxWnW7dtLrbLzhNsV5GyJCPJQWYvtjmcAT8gGwgp7GK5U9z1fw+kgn1onEaozDQEzBnSBCoqwpxXXaspltEx4yciSspDvrdAqfZBETI6SaOuTgFfl4hAKtlPxrRmLExWGBhmLcwp5IethtpAxXcSEYF4sIk4vMkQmrb1OM12SjMXv57VUPw/RT1MCVIBbTh9H1rrJ/v5guE1IakpcB0ruqhMctXvzAUmYxxEh223+QJReoAEALdrGUXjwjN1MYxRL6cJ9ChJOOMNIZK90tjJW4eiRU6ALkzAmnNFV1d0otxblNL5ax+kW1pL69RHgek4UHFGBfo8V0ZQ07aMlfCTxbu7Ga65QSb2TnjFalZhgzsSGGEUzjCrp4eLmC24wvBltbyIQfHgRIE+PjmcMgTlGDMR9/FEa9c0xXHqQIrZbXZGOG/vlDhp/UiStM/mQw1ymJA5FspD1/0Yq8xrd1tiD8vgPxEMFJR47Ar78anyNmmJFKpJlsTJcuHa9fv040/c2bN58c2DJw4ED27NnDyZMnyZo1q2F6pkwiWczf39+o/YcPH8iYMeMnbcsMM8wwwwwz/lHoiJvurOQM1RjJ70xlBG/ISmP2UZfDOBPCUn7ACx/DYrrAT9NQKvmZGZymKp1YD8BdpFCR3LmhqOUDcvCK/iykHVvQxMZTWFfKHYkjXVjLh+Rsv5NI6k0KjpYxjGISRbhDNKkPSPlikKcynz8PGTJAy5ZceCvZr2ivXktUPqtRSe/X0hkfXXlUOLpnoDSSjaERFlynJKeiyvKEvJTiOp0tEw+8JsStoOwcoKHhvfz1SWqwZuht+rOAfTRiN025pu+oJoTu86kVliyiD9MYTqDKWZqfLRtTGclvTOQKZY0WtSGOVuygBLcMJdV6ePCR3JljSA16LimNA1Hk5QnuBNCf+aLDr1AQhzVROBCjsaacjmy0JN6IEE0JCx/WwBsfkcAZHcUW2rGDVsRcuCGYswTrWm3Tm4M0xBsf6fdXq7lFcenzKYOYxGh+4g/evE89YQfw7Bk0agRubjBgQOL5ixfDwIHwMVYaMO/qfYEX5KQPi43Ihps+ThTgAQ0ezcLFJfX78ILcAPzJkFQvkyOHuLYkrDL9OGYuz8nFUGZxmLoMbvgEgIPHbRKtY6LtZDTxal6RnVdkNyKPetX0YR1dqMJZ+rHA6HhbQi+T+9QpbgXv8GQT7fl5US7Sp4eerKAL61BhQST2RGMr/caHD4tUIo1GRAnLmNNGHMCTd2ynNUeoa3J7ZmCw5LhCWXzJgo8iLzcoyU1KEFC6vslFKleWXlfgEjl4zX4TyckhuDKXQUw6XIZnuqrl7dul+dMYyWbacpbKdK/zBg1KjlKX5fzAMGbh+0FW458+Pe9KNze87c9C1tLF8L4AD3mKFzcpYXydV5ruHlsRjwvBKBTS9aJvXwjTJu7/FvfdD8MTE0Cm0O71dArxgAnXGrKU3qyiO4915LwcBrJTdv5boGYmP1OdU6ykB4epJ2YkEX5lxj+L2uUj8CMLB2gkTYyNxQLxnOBKMNy6BYMHf9oGtFpykJiXAciLGLT0JyOeOluIIczmFNUpxXU6spE2/AXAViQ7DyfCeYoX9ykoLHcuXYLff4eVKz9tH834TyPNZGPbtm3p0aMHW7Zs4c2bN7x9+5bNmzfTs2dP2rdvn6Z1abVaBgwYwI4dOzhx4gS5cuUymp8rVy4yZcrE0aNSPFdcXBynT5+mYsWKad11M8wwwwwzzPjnoevkNkD44E3lF0YyjR9Yxiba44MXYTjTm6X0YTEHaMCyArMoXtz06oKDYf3b6tymGFU5Syw23KEI5xC9OWdnuH1bvFgq66B7Wvhzm2IG76BtfEdGPvARD5PbUcWo2EUzDlEPdSoeF677ZmYyo7lLUX5Iwn/qq4LceG7WLPF/926y2wVQlNv0YgmKdm0F6RUSYmhqZaEhCFcCcKcjG8iqe4jvw2LRII1k48Un7pTmOvWfzmUmPzOO8cyMG5jicoue16MDgpTMiD/ePDV0mPPylHiNBT1ZQRP20ZzdSZJKe30K0I5NLLpZjn4sYiTTaPnyD8P8+Hh4iXg+M/hSmoA8PbUrqwkgPfdeJq9M00PxRnSWXpGTINxZQQ+wtOT8PWf+ZAh1OcyaWmtpmPsR1ynJPQpDhGkFlSlYIYhzPzJDdDRz+JGF9MXmzhWhbFuxwngBjYZ3ZOEENbgTnsswbacuMbs7Kyhm/ZCW7KAT6/BwTdtvHh0t+m8HDxqrtvR49AhOnYIWGS4Y1MWryy0iJ6+wJt7oGIuMVvKIAjyLycpbX+PzNEMGUKBNRAQDTOEXMvCeVtb7Ur3f584JolSetK1QwNsYD65ShijsqctRiuQy/dt0ZwWj1eOJDY0hJ6/IySui4iyNV4Yg7hfRj820wwKhppnrPsHQzFUmOjxObX5jInFY89LPmAW1QoUjkfzGBIlsrF8fJkyArVtNnqvp+UhW3mCL7ofZuDG1X89/B3FxhOHETH5iGT8wJXowTdnLQRoYX1dlqGMimHkF3VldbBZaLQR81HKFMszgJwMxsmwZ+PpiIB31aM9mqnKWELWTgTTXIzTMWM2browxaedBACOYyjBmUph71OI4hbnH/eAsUqMkyMZVWUbjQgjd6vmxahXs3AlOTjBN/ZOhzURGs49GDGYOzJgBYWEm1yWHi0UYHnzEN8rFMK0XywzH/tGqE3lAAZ6Rh+6sIFYlU1jqjuGanADgNyaK6Way8euA7nzQoCACB8JxRBMdy1XdQIqNrLLlc6CT7h79C1M4oagFQG6e8w5JzDWMWTyigOG9Wo3RQJoSDV484xi1acM29tBEzHjx4rPuqxn/DZi+IySDmTNnolAo6NKlCyqdnNbKyoq+ffsydWraDOH79+/Pxo0b2b17N05OTgYFo7OzM3Z2digUCgYPHsyUKVPw9vbG29ubKVOmYG9vT4cOHdK662aYYYYZZpjxz0PXyd1HExQyO/1DNOAQDdhJcwJxpycrsCWGGpxEm9kCu2xDTa7u9WvofG0QMIi7FKYx+3glK1vu3VsEUSxofpTpc6TwF6dTewEtXjyjLJe5QjkAMvARUxqxoGAFLdgFwGPyGkbJk8LJl9I+qEhbWekXgVzJIiuba5zlBo1JQPbNnQu//QaAQqPGlRDDrD4spgEHKcodMSGNZKONpZpsvCaDQxTXI0RJpyIVqr1ctr6U5yIZlAHk0zwkEHciQ+LJxXsA/rD5aNRerpqV42FgBrbQElu/W4ZpFgrpuyldOul96MMiFtMXgBLcpCPrcSCSn5lBMW7j0rQ3yAJIkkKOLCp4I72PxZbOB9vzXWcrblCMslwmS7oIHuapQhT2ZME3TZ3p1p4XGXm7Pftowp33x3lHZqyJw05PKP32G/SUlfdqteylCX1ZTIu3J9gBoFbTli3sJ4LqnIInT5ilD7TJ/iDV+wJgby+9nj8ffvrJeH7FivD2LVi/iWMuA7Elhl7Xz0kN+vYVLMyECRTJFsJpqmKTrwDu9WYjy0nhwwfx/w2JwxJtiaEOR6lrdRJkwTyfghIzOgAd8OQtb8lmkqy5SmncCRTsdUwMdkShRQFyFbRuOSfCGcs4FGgZhwhQuB+YydDs5Em4dw/ev4ezw3aSCX9R7qdDycy+5PK7YAjXMVkq/vy5qIFNgM0I4cQtivEdW5gU5JrAPMAM4uIIxpVRTMGWaAY7b6JszGXS8zFJsvHJE+P3zdhFd1YxJnoL5cvDsGEK2ihvUEZzjRLcpKXtATQaG6Nq4Oqc5BQ1DO9t61fnYsEeaL3zcr7yCGJjIb1MrH/pEjRf2YTM+NKFtXjyjoHMN9qPWGyIwwa1SnbNTYJsDPSN4SW52HZGxcpDYppWC+66Etnl9KAHCdRfa9eali/LcCRXH7h7l4dlJ7PxiXTBVeu66fcjclCbRxTkIQCt758y6Ni1KjVqLGjDNkYwHXsixYw0ViaY8X+C7tmiGbvZpyPtQsJ2UJXT+ODFfrni8VOg1VKfgxyiAb8wBRWW2BKNNXEG+8UofXBQAgTgjjOhXLumYgqjAAwWLE/w5hql2UlLKnFeLJCEhZ0ZZiSHNJON1tbWzJkzh99//51nz56h1Wrx8vLCXv7klEosWrQIgOrVqxtNX7VqFd9//z0Aw4cPJzo6mn79+hEcHEy5cuU4cuTIJ5dsm2GGGWaYYcbXhBfkYgiz6cFKblACO2JIdyaS0CTay62IV9GNYFxxJYhg3ADBi02bBuvO5jBeMDjY8PIiFbAgQbpuAsTFSp2v92RMkWzM7hSS7PyvDep4DQ04TEEeMNvyiDTDVCdN3uPVkZS3KcpH0lOVM2TBT7bitJGNNfL58pr6ULo6o0/VYhZD+ah1T3G5kVk3MPLJCfpar2JGzHAciKR8bBwfdQqGVjUe02Wa1H4840yup1am+8zhFAVKVmDV7RKirDV3MdAl+MqPt6X8ADLVqqF0HPhIBl66leRcUCGuUYpC3KdI+aSOYmM8ziilKPdlIYvoR6TKhlIFothKG0FSWRSlWQcHnnKOHixneRrIxmU+EkEReP4h05mNDTFMRBDI+vRkPSrEnuQS5bEijmyhdyGyHGg0jGAaPzMjsRoljZ0wOZdswpmIoCA4dgzUmapykj7YEUWW6BFcpS01OEl1TsPEiTB+PM52cVTlLLgo2ffEmCQZMQLqTquZyC8M4BTV2UMzqmuuUD1Ne580wnHiAA3I+94JL2DNKg1duympxyFy8Io3ZEODkjzqCNEB9vAAR4kU/2VrCZYSwDD+YBzjuUppA9lYN8cjjrwSZHzx4oIEnzMHhtKSzqwlC76M6RdA2QYe5PK5j/+QRVTjNOW5RAlugnau8c5qNIlIpZV0YzKjaM4uDtKAhxTk48L3nOz/mb6gbwWxsdgTRU+WoUTD71sL8KZaa0YziQsvHJhlYpGCBcHBMoZ0qiBOUR1HhPrVJzoLl5/Au3cIFj4igvR8JCzGhidPhDpXj3V0xpN36M+2I7e1zM21gjIlYOxPiTbJo0cQHWtBNFnofbojuez8oex8orAjBluisKcra3AinPynF0sLmvJsVKvpwEYqcBHbiZMpO0xcs969gzV0JR4r0mFCxZia+4HuglDA4yM9WM5m2hEp8ys94FeCQYA3T4jAkcJZggzzQkLATUe0D2ca9ujuVWZl41eB2z4OTGaLgWgEcI725zStPs8GtFq20YahzGI6ww0EteFY1GjIwwueydOwgV4swZVglGiNbl++eFKfw9gSTSu2s4g+VODi59lXM/6TSHMZdWhoKEFBQdjb21OkSBGKFi2Kvb09QUFBhKVCKi6HVqs1+acnGkGEw4wbNw4/Pz9iYmI4ffo0hQsXTutum2GGGWaYYcaXgYxZ+IPEasXrMi+9gzQAIEzlkGQfJZtMpDSLYfzC7wThzkNERzwmBipVghbfSQTKGrpwjkqU5DoKtMxjIL8zkvw8ZILzHwk3AUBWp1AW0I9JjCIHr6QZGtMkZeM8D03v8FeKm/6ZOUpd5jDYqHMZG6OlEPfIz0Mi9IoAmTF6TLSW8fxGcW5Th2MMZRYluU5fFooGaQ2I0X+flpaosSAae2K1ib3uEkHXmVwc8z0Ab8mKnSKGuxTmLoWxtVdSG2FD05vFSa2FUume8iPzqFPIFwVggcbgJwWiirQfCwD4lSlGy/ZgBbMZZFD2nA8qyCBm04fF1OMIJ2+lLmSjTCWhhPXkLY3ZxwUqMLfBIbJkUJGPx9ylCAdeFeKpju9eQU9o2zZV6wbwsAqRtsVVWvEX9ThMrF7xloDxe6YVpZnXKSWOj+3bQa1mKLOwIwYlWnbTVFogjWSjqyvUrg1580IvE1aEefJA06YYfNuisWdfWBUmMJYanJK8VlUqo4CYt37SY729nYapU6EmJymq82oFYKE4Th8gwnvSDeqWpn03hVVdTpKfh4ThTCMOsOGsuEiVKq2gFsdwI4gMfKQUN/DimVRamsD8cce1bAThzmSdyuaqh+RDqica9bh2DWbOFK+DcOMDGcmVQ0PjxpBX84jLlOMtWcnIeywxcU5qNIbfbTQTKcl1FtKP5+ThAxloxm4AAsNTcS7+xxAfoyIYVyYyhiX04fAzL7LzhrV0Zev76iaXuXcPIlW2+JGFHLzCmVBuUILNb4T9x5QpsD6iOftpiD1R1Mj3jjJlxGDH7dvw4AFk5D3yM+3tW9i/X1jufvgAAQHG2yxWTHo9Yn42IguWQQtU4SzuBLGUXkxnBIvpI+wJ9DClbPz4kay8owrnKJNeuh/6+oqwpZV0Zym9mMIvuBHIj+gCP9LgLYtCwUTG4IMXvzLZMNk/xoWxjGMfjfHFk+xukk2BOk46tn9lCr/wu3hjJhu/CrwPtmabLnDFgAkTTDf+FGi1OBLJcWoZiEYQpdIt2AFqdSKi8RqlWEg/lLqaloTVC/ZEEoMd+2hMH5ZQTF+1YVY2mvEJSDPZ2K5dOzZv3pxo+tatW2knj6QzwwwzzDDDDDNAqyUWa7x4ymL6cJyaZJXVjG6gEwq0PCM3uZA8cSIjTa9Oo4FqGQSxV4IbBs/AjLryWRBJ1iNGwBCdTV9X1nKL4tykJACDmYMd0SylF2Mc/zS9obg4+rGIUUwhu7zGNQmy0e7GecpyGYCdMv++rxXZHYNozF6+Y4sR2bj1ZVkeUIjH5Eelf3iXEYjR0VJpZwEe4E8mbup9BBO0TRV0nVGthSU/sIwzVGGw5fwUFiJRZ9KKeCzUcRTmPoW5j9LakuX05Bi1GMg81Ci5SHlisDG9HivTpe8eHrAQIe3KZBNiNG8ZPzCYOQTiQekcomZ3LoO4TmmKchs3l+TVs3q8eiO+/3dkpREH2Ew7sgbcgtBQzlKFwcxh5YNyDBokW+jsWel1cHCSxyWAp3UA3VjJX7TCjWBOU409NDOE+yQkBPYpmnKWyuTmuTQ/Lo4FSOWQ4ThRmLu4Ecidx2kjpNzc4OhRkU1iavy8VClx/jZqIr6XXr2gms1lw/xj1BYvoqP5EGzFDlpwIrgEeSXXBCqXija98UsiWd4H0fhkSIk07bspvAxKZ+QB5ukulJ+PHis4Tm02kcD6KAmysU15cS0rxXWCcSF9Jqmbkt1JqLmKSDlY7NwJTJnCIvpyhyI0axBPcDBYDxvIKKYwnRE0Yj8t2IHPh3QYQaZsfEgBblKSypyjKbu5TTFqcwwtCu5cM5M2CfE2yIF8PDGcH1fuSqXwv3hvM7lMqEzk3JPltGcTpXTqaYCPH6Ez62jMfrzxoWY+X/buFfOKFhVqX2viUaBlh847tVw54QX56BFkzCjOG/lloEQJ6TKxbZuwF5nOcG7oBvjisOY7ttCYBL6lpkgVuXFkfDzdukGZMkJle4/C/MJUBjGXUUwhGDc+oJNkpoJsHO0/gI6s54JfLrLgR2b8KY84Ty1QgQImMJYn+oJ+PcsOuNnHEIgbWXmDC6FCBQ5msvErQX5vNXMZKELPEOpU3r/nHVlYxffsotnf24BWS1be8Jw8iWadojqoVHzPKqPplynHCnoYEtSVSt1+6bCOzkAS9hNmmJFGpJlsvHz5MjVq1Eg0vXr16ly+fNnEEmaYYYYZZpjx34YGJc/w4il5qcUJQnBBi4JgXAxtSnONo9QhE344WUbhYNpmB2trOFV/KloU3KAUndgASEolgHnzBJHxp4xHLMR99tPQYL4/mDlU5Sw/B/9qekOxSRiXmyLTNBoUJ0/QgxV48ZSLVEjyu/hakME2jL00ZQvGA6VvI1wAyIMPDnr/K9lntlaq6ctCerOYexQ2qM/qcVg0kKkgU4NLPh60ZDud7w0nD89F8IEmXYrLjX3VnXK6DikgiGpZB/PCvXTk5BW1OU5h7mOJmopcpAPGgReB4dY8JxeBcU6GzsdE/x8M8+X5GOHpjYP8PsrSzO1zSPWOLdnObYpTv3LqQlwS9sfnMggsLQmxcOc9GcnHIyp7vqRnT6jPQXrKA4gePBDsXd2k04MvB3mziu4GFbErwbgQLKW7JtiZstrLVOY8DvqSRIUCbbSU5NKS7TTkAMG4Eowbam2aH6eTxR9/CHVyaCjs2CEsGttPKsR3bKEot8muTx+Njub2KxdasYMhPv24dUfajyPnHIiJgUmMoiH7OU9Fw2d5i6ehXRpydpJEnUK+htfL6UHPBsL3y1S34C2exB46SS+W0DtwihEn0rbSG+bTnybsxY1gujwYaZj3Y/EzLFwoQnXkwiCn8cPw5ikZ+EDj7ulxczPe3j2KsIsWBEUk6DjLlI0ndT6AmfBHi4K7FGUxfbjfaLhxHa8ZAEREieMsGns+kJ6TlyUrrf7uW0wuU7Om9Ho9ndlLU4M/nLs7LFhg3H7MnjLUEvkWVK5snGbdih0o0OLqKkj7N7qxsNevQWf/D4jL9tME7h/3kdKNRjKVuhzBm6f4kYlkERvLQ/KznZbctCnHypVw5YoYo7mGsTSsFNcM6tzUkI0HIyqzkY6suCelr+tT2tVYksUhjH4s4FemUJybnLsr3R+UGhVuSBYpEXprC7Nn41eB7Nm0DGQ+kxjNCWqwim48JD9ZeUd3VjGesX9vA1qtUfhLQe4zjJnMZBjL+AFUKhqx32iROxTljwQ+vU/IZxgE/0vndRuNPY/IRwA6W5c3bzDDjLQizU9HsbGxhmAYOeLj44mOTmIU1QwzzDDj7yAtZShmmPEVwpo4zlORPLqQjggEseOp62wBhODKUergRxbCGnc0aRsFojOlWLsGBVruUYiR/I4CLZV1Jt5Nmwo/+itXjJcrw1UaclAEOMiwNrqNye3cfulMAR5Qk+NSuSmYVpCNHcsshtCbpfjgzXRGpPCNfAWQfw4ZsdrC/QybacsGOmKlD52QkY0ONioW0p/F9EWJlqy8xQIV5XSqzuQUdqbwLsiOnbTkbJDUCb6mKZnicj6RmbhCOeyV0VTiHPl4TFxEHMvpwXJ68C7I1uRy+lJ9Pf580pA8PGf8Iamjuz2strQdWa7Mq7fGVt+jZKV+Z86I/9l4bQjmSPIgTgBHE6HVpwIKcyW8ABP5DVtiGFzyDIULw0Easkyfsl6okCG4h+PHk1x/E/cLOBLONtpwj0I8oCBBuBmXF+t/Y93vd4Ia1OIYPzFDTJcdIyW5YVBIPiQ/BbzS3rGvVQty5YL79xPPS59elFKXLw8tWgj1FN26sYV23Ka44VwnPh5n21gqcY4S6Z7h5m6syIqMhDFM4iANmcKv4jMqFDyXJfh27JjmXU+E3uslJqgclw2KwcyZjdvNYwCe+BKntGUZvVga3MZo7KJIzgj6s5AwBJkSo5EUoz+dbU6/fiLXZehQcbxduAAxKkvisEGFJW/9kj7ecv4xwJilVKsNzxbFuA0Iwr6Kp1CX/0UbCu+fxjbTQr3/NIrYSCooL3zImVfcH35nZJKJtaVKweTJxtPekRUtCgICoF8/8M4o5I/dEenweqvc8+dN74eFhSAxq1aVKp/l+TR370L37sbLDGQeIThTkfM0Zxc9WcFP/MErJI/j+1ciGc1EFtFHWlCtZhttaM12lpwtZLRO/YBTHY4QhxXXKEMevSo6FaTfUPc1zGIIRTwk79/dNMNNp1IcVvIk8xnAXYpym+K8lZFL+vVvI8F93Kxs/Dqguwc+Iw8NOEgX1hItC8WqzLmklkwdZP2jJuzhPoWZyc8MYxat2Q4qFW34y2iRJfThCfnIgw8/Moc3b0CB1vBsWIvjeCC8dAvwiMX682Ddur+3r2b8J5FmsrFMmTIsXbo00fTFixdTqlQpE0uYYYYZZvwNBAeDl1fiuM5/O1asSLZzbMa3g+BIaxbTh8fkIycvjeZF4UB1TjLIZjGT+ZUR6BI9kglBk3Pv1yllKHnRY7ewGuMv4+dLHJHqsi/pkqgBPmjTYwohYUoeUYCT1OQodaQZppSNkyYRmUTi4deKK37ZcCKM4twURpc65Ld6Rlu2Ug4ZWysfZE1AJl6lLCqsiMKe7bQk4vjlNA2QlMj2kUX04c9ia2iNYDb0ZEty+MlqLntpTCvPS5ynMoepR2xYLD+wnB9YTpECxr/TRcqjQUE0xoF+Vto4HIjA1gZmMYTqnGSg6wbD/CTCZQERjCDHxDGxnKaaNCGJVNeEGDAAJjDGaNr6p2VxcFLizROh5DP1nT54IPwUU8DJwKJE4IQP3uyhKVaoDPYDBuhJAbWaXTRjAf05QS1uUBIUChSx0jFSCMEQevGM/DzG1ibtA2L37sHLl3DnTuJ5Y8cKkrdyZciUSafqUig42mYpZ6gikf8qFWVzfeQcVVhd9E+6dpO+78GDjauU7YkyHOcZ+GCYnlD59Sm4/054c+bBh8LchypVAOggq54ez28M0Hl/WquimMhoJuZYbnx86Y4XufpMjhYthNDQ3l5sokIFeDJlO7MZxH4asWRuHAsXgqNNYqIlAkfxxcphJzr9h6nHWzxpxxaGvxtk1OS7BHZrZgBRUUzXxZ47EMnAHxVs4TvKcZkAPJJc7NdfRel7a7axgH6J5q/f48w5KjGJ0fgsPma4h/3yC5QtC1EyksaLp9jawqxZsGSJuC2p1cZp1N1kdqQREeISUoZrOBPGBSpxmuoU5D6dWSuVHwNPb0cymdHi3qq/7qjVrEQwl+Hhxvtdq6A/lThHOE5EJbi+JumHIkNH5/0MYTaDS5xhHgOozFmOUZsgnaJss09pIxV2SVn5eXCIOLe2pU+QYmQmG78KRMdb4kMeynKFWGx5Th7y8ZhLlOMqpZnHj397G2vpTC+W0IfFaAGN3NlUpeIi5WnIflxcjO9TPngzh8EkzPjtyQoCSE8OxwDcCEwciGaGGWlAmsnGyZMns3z5cqpWrcr48eMZP348VatWZeXKlUyZMiXlFZhhhhlmpAXLlgkpwx+mQyz+lbh+HXr2FAkBZnyb0GoNsgz/YBsGsIBh/EFT9iRqmp9HzHYdTymuc4vi1OEIy14lXRLqKsvc+J415JV57fyeZZ7hdc6cUrsqnMGfjBymLtcoZUSk2elLRROgsLNUMmNUbpqEcq8vi5Lc568RwTG2RODEbYoTEy17CI+LYy+N2U5LqXMrJ1h1rycxipocZxF9OEQ9mrOb1mzn/bXXaVIA5HYLpQ9LaJntKkV0SrsnWq8UloISmus0Zj95XYQCIR4rLOOiaMpumrKb3JJ4DTuieIcnfVlk1GEHGJttFRE4Mb3rfYYwm5PUpEc6Sc5VoUKSdo6J0lfHTLQhAA96s5jqnOTSPROSRRO4fBmW0Ju8PGYIs2jAAUq5v6JSFSVPyMcemokkhk9EUXtJnqkn/H3xZIvcuF+vXFSr6coadtCKcYxlNJPE+RwbSwt2YIGKq5ThPgV5TF4CcUvkPZgarFoFU6dCcnbnPj7w/r1Qdo0aBXW3/UA1zhCM7iKQICBGocDQcfzxR3BwgG0bxOf6QAaIjgaFgrtIxoefo3Cga2XhZ/cMLxRoOXhGDDykTw9L622nAxsYywQUaOnGSmxiQhnNZEbn3Wp0bIXFWPMUryRtGDQaUTGvVIoK6NWrIVemaFbRjd4sxcLagr59ISJWkLFjGWcIL4ohwW+k1Rp+t1fkYO5n6PT/ZxAayo/M5Tm5uEgFcueGE9SkJiep7Z/8ta95c9jGd/TT3y/spOtR2bJQaXUvMg9oTZ4fauKpq/afMkVcI+yIYTjTGMIsTlGdCxeE6levztUfF3qsXCm9PnwYvv8eJg78gALpoH9AIXzJgjc+aAE1SpwIpxTXBKmnv/arVLwiJ5D4etjzTBfy8oRLVMCFULqymjMIwh0Xl5S+Tekk1GgYwALOUtVoQAClAgVaFtKXeQwwCmwLDFIyjvEsDWxJJPbS9d1MNn4VuHzHDm980MieoRyIohxXKM31v78BrZbOrGc+A1hFN5Ro6cNiLlKeK5QBlYoKXOIAjQgJESdHJvx4I1PHurubXnUWxzAC8eBnZppuYIYZqUCaycZKlSpx8eJFsmXLxtatW9m7dy9eXl7cuXOHKrqRTDPMMMMMM5JBguRTM75BtGolevrPnuFop6Ypu4nBlg9kIB2hRk2DcOOVRW7W0JWV9OAYddj4vFwSKxb9Y7/Ow2mMcM9vyAGd056CkZ5SR69/f9i0CWa2vsRPzGQHLanPYcpwjYz484KcxGFFiKNxWTWzZkGtWrjPHYsKCzQoaCYnSeWmWDJ4yJQhHay//trDsu7PDa/jYyQy8Xl4epqyl9Zsl0z+ZcrGt/6WWBPLGCZxkppsoS0NOCTNJ6tI/D1+XCT0yFSTJqEnixQKcvGCmhwnr/ZJ8svIlhta5ChBuDKHQdjFBLOb5uxWtMDawYpTVGMnzXlBLrqxiiX0EUo9OfSdUmvTpfING8LEieJ1Qvu65uyiCMbSvLJcZSm9OU11giNTZzAfHS1KKnPwilkM4wCN6JvvBFhaMocfycB7hrwaxP37kI9HVOV0qtarR+10V9hBC/zIxHdsNUw3UuMePCj+q9VU4jxVOEMPVlCTkzBzJnHhsRTiPmosmcIoFtCf/DzGg0CClEmruZJCw4YiBCa5gM+XL8X/woWNuYPzVBIv4uONjh8QlcJTpkiDEqMniFLkV+QQ7RUKltDbsK4Kn8FetXBm4xjgIJHlwocP0OtwKzbLfFFX000yikxA0v510ZO8PMWfBPXXgJ1lHLt3S6W1oBuDVCqpzikas5eMnkIm2aOCUJ6OZxzN2cVkfsWNIOMVqtWG724FPUxaP7i4QJ8+iSb/t6HVcuCKO31YzCmqk5NXrFwpSjMBrBTJB2RNnSrKPX9lMm3YysQWQqV35Yo4hBXfd6Wvah5XriXuokZhx2gmMYOf8cQXBwdxTYqMFEpevaOCHkWKwJo14nWrVuL1b/MSK/kD8OAORVDqrE0ek4/rlOY9GaVrv2zAKSE5s/W4O6uQ6rXX0pU/0aWzJVOloIdvfHpekZ3IWEsGMpeBzDVYVGThHY+DM2BLDPZEMYAF2CBdDNKpgujDIiwUWtqwjdb8xTo6mT0bvxJY2ShxIgx3AjhNVXxMBLkY8CkjP1otAbhzkAb8pSulX0YvKnKRqpxJ5CF9mbK8IgeuBHOIepwgcQ6HHhf9cyc5zwwzUotPcrQuXrw4GzZs4P79+1y7do2VK1fi7e2d8oJmmGGGGWlFKj2//lUwe1B++9i5U/xfvBhP9xjmMIho7JnMaKYxgt8Yz3h+YybD2Epbcr47b5TY2jrfvWRXn8kxgsmM4gANaIWsjFRWk5g7N7RvDz/9VZ5m7OElOUXJMPCBjAxlFvtpxAt1duOVDxsGJ04AYIGGDXTEgQicCWE3TaXemwmM5HeKcpsGcbu/+s7OpbWPacpu5jIQu3hJoTfXt7XhtRVSaa0eapWWeF0Z6ybacZrqRusNxlWU99auDbNnw6LkFZ+hUVY8JD+PIzx5Tm4qc45BzElx/2/FF+IYtQiq3wFXQrAjRmJ5lEoiYixxJRgPArhLEcJ1pdkzSWBJISMbd9OUVXzP+zhXoybOzpAunSDI5JjJT9ylKJBYwLOF7yheOHVhOQ0aiNL+WhwnO6/owhpDWnA4TnwkAxHOWYmLE0b2z5LrsJnA0Gf9aclO1tIFS9TM4Ufy4ENZeam8naRiPUAjzlCNrHpP1bt3iWncikm6Uu98PCIeSd7km4Q/5t9FjhyQP784lEaPhmJFxHEYrg+BUKk4/SgjpbhG9zuDiYkRAtCPHzEETD1+LP4PYo7Bs7ECFw3bWLz47++n5eMHhtcNa8boq6gNlyO5qmcXzdCERxKAOwHKDEa3QxtrrdFgTGZbiSCcVmE3S5YIZePs2WLavXuw/JQXWXnLCnpQrITo1uTxkM7nFfRkFFN4KEvLBsRxr1YTgQPTEEE03VhJG9ejgFCGBgenePp+e/jpJ8H6tWolrmMJn1fi47lFcVbTjSH8SQjORkHNV3MlXXc+b54oid5HE37nV/6iDaceC2I5WMo4YfFiuHo18fIORJGOcLLylkuUI3duoZ59/BjmzBGDInIRuqVlynldtyjGZtphqfPnVWFJOsLw4imZ8ZNWqFZznZIcKjCEwYON12FqPEnvA5qa+2DDN4vJySvm3arCfAYyn4GGgRBPpT+utjGosOI8ldhPQ6MwmwyRL1hEPywttRygEQdoxFBmmZWNXwkqVdAQhjMBpKcqZ8nDc/zIxM9MR4GWWhyTGn9C0K5apSU9AcYDwjrk4BXEx/Na5tO9h6ZYE08X1tKAQ9RCPOsNZG6i5b1dAxJNM8OMtOLzxueZYYYZZnxufItkoxn/HSgU+AXZkEvm1diXxUxgLI/Ib2QUrsdoJtK/3LXk16tUUpS7NOAQYaSjAA+oyHk+aCSFlbyEDKAlO7hJSe5SGCvi2ElLWrCL5jGbpEYhIYaX78nAMWqxjTZE4UAYziLdMAkTv6uUZj4DuEMxOrMeTp1K/jN8SWi1nKcSe2iGD15YxklyKXcCyYMPYxnHCWriL1e3AJ5u0bzFk9dkow2SgrMS5+jBcrLxxrjWPYXy3713c1KQh3S8NIBxjGcCY9lNsxQ/wvi4X6jDMfa/KSoYKZBkXxYWXLlrRzHuUIVz1JF1aIzCBYCN72vRg+XsuupJc3bTnVXUszL2k33wAMLCMJQ16iH3DpMdOszgJ75jG5mzJCPbk0GphKbsYSTTeEN2sY9aLfcfKNhFc8pxid+6vMTbG85QhZ20SNV69VAEiJLEQNyJwg5/MvEML3E866GPMdaRCyE4c5my3KUwICOegZ+YySL60pTd1OIY6VK22PwkdOgADx+KVHlnZ5jzh4rNtKWaXtmpUhEcYcUNSvEoIivx8UKY/OefiUmWx+QTE+PjqcJZw3SvlCv2U8TgfAcNCtcDJ2zJmFFMd3eHMjmlctBhbqtoxh5CQhWkJ4D0u5cbkUMda/oRiotBqf2u+QAy8B6Aqpmf0quXEIr16yfI19OnYdz+0vzMTN6kK2xYz697E8s1LRAbWkcnurGS+PAY/AKscEKK435IAbYFC3/auXOhXDmhzvxPQW9Zs2OHCGDSM7t6qFTU4CQAobgwlZF46G47WXmTrFT3WoLb2lwGMqCdIDSKFjWeV8i0bScA/mSmApeIiREBSzY2UL06tG6d+JGxcGFj0TZA57KPmMQoltODviyiIhe4Qll+ZjpjmEgnNvCEvMxiqBHZWJKb1PO4TrYExQCnEwita3OUcYwXb1JBNtoq4rAjig/Rku1E01Ut8fcozL6d8axovJPXZGMLbWnMfs4iqyTUrb96FkkNH0B6IsLSFlRmxv8JsgNSX6Z/m2LM1HmenqAWCrQiXCkwMImVJA2txngwoDJnWUk3NCh4TH5QqRIEEbrQg+XsoJXRclcoS0IMrXiJzqxla8LwITPMSAPMZKMZZpjxdSOVAQPfBJ4+FZGNCZM9UoPQUDh3zqya/NqgUKBEPPRboKIHyw2zNtGBMUxKtEhdjiTuHSVAtxOdcCOQFXSnD4t5RAEuUpHCNyTVoV7RBFCBC5TXpSUX5r5BmQfwSJtfavhK8oI6RXXqcEz45elQg5OJyca7wmdwL02IQFYylsJn+KJQqynJDbqxknJc5np4XupymO6sYIzTbHzw5j0Z6cI6MuPP81Cpbs5SocYTX7LxFgukDt1MfmI5P1CKG1CpkrStFMrorJUq3Agko62kxtKSMkmXixcU4Q7X7tqgePQQBVpCQyEXz8kV/xillemBmj4YS9kuhBdhJT248dzFMM3F09hrUe+FlvDykpOXFJYlOjdpAnP4kZ/QERbJpcvIcOCAUNvqcZKaTLnTiOBguE5pgnAjW9nMODhAZvxwIBJ1ah9htVpW0Z1m7GI6IxjPWEO6prPc0kBPKuhKfM9RmfJcpocuGdcOSb70iPxYomY3zTk28RLZE4iDPxeePxdZYocPCx55+WorHIiUBi/i46mQy58DNGBmkTVYW0OXLsKbTs/5dNVl+CjQis8YFGQU4lEy5eDzlKFUcoGKhrf6r1KhgIAoKX2gU4YjAMSEx6NAg6VCbTIgZh2dKMtlJj1oaTgurn2QvmQrK6Fiq1oV3vmLFaxrv98wP3ducaA2rywpc8ogpHJdWMdqurH/iTd+gcbXqEsJvCKvXBG31f80EobqxMdTgUvY6M6HBfSnWDEoxTXasTnZc759e+n1WzwZwHxaNBDryZwZ6sqsiqtXT7z8PQphKSP9s2QRbhUHD8LJk5hMDi9bVtixxsdLdhAfI+wYzWR6sgJfshCMGw8pwAyGs4Ie3KYoSrQimEpWRv2OLLyOzywPpgcE2alH0yxXGc9YDlKf65REE5OywvBSjrZE4cCAomf5nZGspisrQ1oytuVdXmcpT3qnGIbwJ2E4Awm8cnVk44qaG43WGRScuoEeM/7P0J0Px6mJEi2WqHEkgrJcphBSBcuv/P5Jz+8WSq2hYmUqIzhLVbqxWnqCUKlQoqUYtwBYwABW0gMAPzIRpntmu0x5wzrdCSAL77jom4P1dOYapYnFOvX3XDPMkMF81JhhhhlfN75F8iypz/T993DjBrT5hFHEUqVEPOfGjSm3NeMfhW+gDe4EUIrrwkMnAaYxHG2r1mjnzkONkopcQBsWbmJNEiJVNgTjxm6aGZndWyslOVMLmfhLibHKQR4K8z2rpRkyVYoTifdhONON4z7B0MMrwEPDpEbsM+6BfW1QqWjJThpwEA1K/GNcOEpdEUyhKz97Lye/3heUltX5vL0gJxcpzx8MBaAClyjFNd6TQcgA9bBLrF6V47uijwjEg/21ZjGFX7AjitPKpH2U9Jil/Ik7FENpIf1mMZFqXpKLl9qcVCinoaAuNTlXRpGIWoh79NSRZ3o0tT3CFH6hdvkIYmPFrh84YLyt2bPFx5482Xj6FcpyTxY2smMH/Mg8rlGK81QkLDqJZJkEqFNHJGrKER5ni7c3rB71lOm/hECePGi14K1LPDaEpMhh6tqq+y30ysQHFCQYN0rb3GECMiJF7324Zw/luEQT9mGriBGllDqU15UfV+Es8VgSjAvhZWul6jN+Ci5fFlli06YJJd/6jUqasI8anKAza0GlIqNjJA04REWPJ9jYwPr1IjhFX1Ffty4oUfOc3IIF9PU1Urfevv0ZdlSh4CplqMthfhkSbVTB2a68NIBxKa4kNylO5tiXqLEgst/PxuvRkY3v8OQqZdn7TmJCbS1MK8T0t8s5S+wMydqXLyvYvRs2HJZIVX9d6WlRbqNEjZM6BGebFPxUEYpSM3RQqQx+CReoSDs2MZB5tGgBC+lHJA4sCO6Q5OL164tTVIsCT3wFISLz7ZwwQfzPmtXk4hTiARE4Eok98Vhibw81a0KNlC+XWFpKt65DD3IYpgfgwWwG0ZIddGYtjdlnKKmOx8pI2ZiVd+S4tIVLl4zXPWECFEBYCbilU3GZcjTkIKW5zs3XSaRvmEDuzpUYWfIoXfs7sXcvLFmqEMf0+/dsR7L3qMdhw+sbb9JjTSwuK6QQxe/Ygo025WPbjP8/3vhZ0p0V1EaqFijNNS5TnnsU4SD1AdhI+6RWkSwUCjhGbV6Rnbw8YRKjOIbsnqRWM5lfuU1xsmSRJndkPZnObMPplXhGKJZLGnhryxZ88eT866zMZBgzGI4tsUwggSmqGWakAmay0Qwz/i3Qav+bwSJJJN9+k/j48dOX1ZsmbdnyefbFjM8DhYIY/xAC8SAIN7qwjlYYK1dtiQEbG9rvbocFGixRU39Tl2RXO6v6Xkpxjb005Tu2GsoO31SXlqtUSXiaLe11jYmM4SD1qcYpcvGcSpxnLONYTG/m099of/VoyEFW0J1fmMJsBgE677WEdZc6gqc9m2XLHvjqlY0A3VhFZ9bjH+dGKa5Rm2MQG0tD9rOTlgC0YxM13W4ZFg0MsWAGP5GbF1TkIseQUuVvUEp0UOUGhglTVRJCT5AplVi7OBCNPcHqlEMF9NfGMiUkgtlFGcZlynLZvgZWdpbk5jkFeMD6ITfoxDq6soYPGJPFdS1P8AtTqVo2BmtrIcS0tzdqwpo1gihI6O/3XRv4k8Fc6jgPrVZwRRE40JADVOY8dx6l7hjIkAE6sx4tCt7iyXVK0t/rMBkzQoGm3gTkLsuVK2L9bgTiwUdUmFBQmTJoCxek+WbaoUHBFH4lv/tHrsUW1Z01Wgbzp0QqFCzILYoDcKz+TOYxkDidP+MshlKWyzRnN9bE40Yw6ep9hoSVJKD3gvv4ES5ckKafogbr6Yw2XmV0/Oj/KRTSqdy3rzhvj1BPfEal0qgMs3Llv7+fZ8OKUZOTHKEev/9ppxc7o9VCSKREOPd9/jMluUl8ZBwKwNre+De8/NiFbqzkF6YCEOkgHavFCySQk+nQpIn0Wv+44OEhwnXmzoUcdh8owAOsdaEaNyiJGktqOVxCqTZNYLZvD926wdChn+f7+VdDTuDr6qCDcCUzfqygB1MYxZs3UI4rLKIfe8OqJbu6hw/hLoV5iydP8eJDuDQYkz+/UCkuWZL08jbEYU80liQfRGMKLVsmnhaJIztpwSq6sY4uWKLiDkUpzVUGMN9wXVDHSMeK3F8SxKP5Q8SA1OpHFRjKn4Z5lmrTx60RdN+x1tqGsJPXCZsyn6JFBQ/r4wOHlkqE/XZaGuneVXEao0qFMlxhC+3IaCcb8DLjiyEk3MIQHpSPR8xlICG4sJjehJLOEC7XgU3JrSZpaLW4E4Q9UbRkJ2OYRB2OUZHzNGEPmth4RuvChm7exGABs5LuQqCgk+XffiGNqizUPRM+C3TlCXkN01UZEviomGFGKvDJZKOPjw+HDx8mOjoaAO23qD4yw4yvCYMHC7f45J7CvkV8i9eWpD7T5wjU+C+Vnf9LUOzPrhyiHi/IRVku86PMiHsxvYVKwcaG1x8kJaBCmXwJVFbncOpziBLcIH2d4tJyllLprEIhfK96LS1NTU7SkIOcoRovycUx6tCM3fRmKQ5EJUnqd2cVPViBFz7k4xE/Mx3NlgS1arLjOStvAJ0x+desbNR1IGtwkjoc4U1cRq5TmtdkZ0r4QA4iklCuU5JNdCCXraRu8/9owXBmAOBMiKGtHntoanwup5RQoP/ulUralH7BcWoyUke2pGa5np1jhTIWBTbqKMpylbJWN1FaWbCXpjygEBULhnCEugxnhvDuk8NUGnUCPH4sSnkfPTKevsmpF0OYTfkNA/WiOZyI4CMZ8OJpItIyJbwhKyeoyXsyktVB9OgHDoQffoCtuhDpADx4RQ7siE68goT1jQBRUSymN4OYw0UqUIR7/F7rmFGTHbSUfoeYGPbTiENZe9Lo2FBy8JrH5MOXzFTmHFdInBQvD8j4nOjQAebPF3lTCatZ99AEhVqFX7Ath6nLtRAvtFrBrUZGQiZdhkRBnSi3HJdAreaNKjOXdCVz4wYGULEifxsPonIavdc7BygUsOi46KwOYjYAmfFFFasjiqyMla8vP9iLtGodKtaUVG+FppkegHmnsyPLn9/Qb2btWhg0SISRVIg/TQluGpSNBusDjQYrTeLj5dgxUXq7caNQln7Nl7H/C0qUMH4fESH5OOrOkZFMJQt+wtMQ48tdhwxHk1x1cLA4Hotyl2y8JS9PGTzRzTDf2RnGjRPZNIcPJ16+E+soxi3OyD0L04CEonyAslymHJcNadoT+Y1n5OEaZXhNdsP12yLgPfYIhXhCf0ldnloipCOUwq7vTM+UYXxgf3qxhEsP0uHsLL6HrFnFYMPNm7AVKXTHjSDkT5DFXV/xRqZUvkpZKud6Ky6aZnxxZPZU8jsjmccAHlGAgcxnBj/Tl8W4yG08PhFqlZYyXCE9xmEuF6nIPpqgjlPTk2X0UK7Czg6DBcw22qBQSNc3uZ1GFpnH41J6A3COSgzPu+tv768Z/z2kuVcaGBhI7dq1yZs3Lw0bNsTPTzyA9+zZk2HDhn32HTTDDDN0mKsjKIYP/7L78U9DToJ8i8SjHJ8jPdBMNn5dUKuxRMUauqLGkquUpav7frytX6KdOIl6HGYuPzLoaicu3BUpE03Yw5Y6y5Nfr1LJJMZwg1J0aiGVRJvyy3KwFZ2lXDxnG63Jgw9N2EMQbnRgA/1YYGyylgDr6Exj9vOY/MxgOOrlCZJnZOflK3KgRvn1KxtVKkYwlVNUpxLnqaI+RXs2UpUzXFMVNzQrxQ06sp64WOkzOtvH04U19GMBT/HGQldyZ6RY1TNjIKQ8yeDk06x0Yh3T7jYkx7EV1OJEyp6NGg0/sJSaHOfyTWuJtNGTbUolr95Z0o5NlOMSiqZNDN53jZC87dBqCfig5j0ZiNVa4+oqDoHfElRLffedUDe2T1DpJSfFLSykw0+BhqfkpWSJ1F+zs/CO7LyhC+toyEHCR07m2TPhmwcSaXafQjgQhTdPDcvepDghOEO0CQIyMpJ9NGYBA7hLETbQgRfBLvz2vagUcCGY35ggnQONGlGb49R7uwJn62hsicYSFbHYGKUqy5ESn/ypsLGB/v2FmLhBA4ks8eAjTdgH8fGcepKF+hxmxJ2OxMeLqn17eymwZ9Ei2OPShbV0AZWKc9qKBOjUrYFBn+d+UaqtpHa2t4fcuRO3mcNg8ju8xhdP3kW5MpC5zLhc1ahNMa9IpjGc3xjPFcowbIh0/Dx6bZq5rlFDlJn/+afkWCC/DW5WtWEjHXmjS2TNxms8+MjzEDeyDmpFQ9n5UKcO1KoliNrY2MTk+n8Cv/+eeNpPxgn2+uvTGCZxgQpkygQHqc9RatMl87HEy+vw44+Jpzm4SPeJ334TBG9MTGL1IMAGOnGHYlTjDK4OqVAMmsCLFyI0xtlZJPCOZCo5ZQFudTlMI/aziu/pxirpuhATw12K4Nd1JDlyGK8zqaKUMJy58CqL6Zky/BVej2X0Yvtpqew/f37o3l0cj5WqWeGB2EgNTpGVt4Z21poYsvKO9oXvGKa91XimaN9hxj8DjwxKRjKNASwwTIvBNlG7WQz5pPXHxWq5RplE06da/MpyeqBUx7OMXiy36Y+TE8RjiT8ZWc33Ynldt2PCBHEtHTYMSlRzpkmVEHbMfk1prtKf+VTiAs4aEyelGWakgDQ/ZQwZMgRLS0tev36NvWzIum3bthw6dOiz7pwZZphhhhHZ+K2UVCdFmprqKKcVZrLx64JKRTxWbEL4WC2kLy8DnXgal5M88wbjSxYW0p8F96XSMy98cHZM/lg/+caLRfThJsXpvbGqoRx0wtN2idpO6CCSYspzidZsxwdvRjGZF+RiEx1Esq++QyU7NjfTlpocZzzjjNaXiAjTaonDitocxQINFmgozL2vm2xUq4nBlgiciMeKqpxmIPMozyUGKuazgu60R/ifbqQjl4IlNWBWtyjW8D0LGEB6AlBhhQYF8xjIM3LTmXXG2/rjD5LD0wBXNtCJs++lcqWneJtW6elx9y5XKMtJahIaoeREUHH20Yjgl6FspD0b49sQEmHJFtolUuJlQZaOHRBAF9aSifdsPJreQFDt2mW8ueLFRfBIuQSivm7doEcPySo2Y0aIwo5YdHIJNzdSCz+MO+VP4nMZXSr1QSf6ctg4XengfQpSiut0YKOQ9CVEVBTt2UQRywfMYyCd2MDQow2YsDo7keEaxmZbRTCuaNXG59wLclLC/TWt2E4BHpGd1/iTkZfkoBsS4X7tr5eJyIf/Fz58AO2hw3xEV5qvUuFiG0MJbuDl9N5orED/3S1bBk1D1rKBjqBW42ERYmhzz9eE7+UnoHSf0swbKdQwUVEir8wUPG2FkeTLSA/mM5D194oZzc+fM4bhzGA84yjDNfIXtjQcQu+SEIiVKyfGYOvXl6a1aAHr1gkCUo/CujCGt2QjEA8uXrfiLJU5QCNDm6NHhZK2alVBmP7XxnYBcHRMep7uoFpGL8OkRo6nsbeH+hwWvnTJBMRMnAgODuJ1d1YQkcmLpculZ5YbUrg9+fOTCHIhbEjkp91fRo0S9iKhoWJwbDrD6cciaiDkibbE4IUP7/DkFNWle6NGQ25ekMkhPFHidcJHutkMogLC9yAwPGVp7ECX9UxiFMW9xfUrZ04RkDN9uiAcexxpS3N2Gdr7Iitn1bFFQypdNUx69YpEvpJmfCEoFGBhgQYFExhDWzYzhV8Zwiwyy+/FnwilQjr4CnGPI9ThBTkZYfUnPViJhVY3EqbrGwxiDpnx5xh1SJdOshaYNUuELGXODPtPO3LwogstGsRwlbLMZ6Bo9OHD395fM/57SHOv9MiRI0ybNo2sCdx7vb29eSVLsTTDDDP+T/jW1X0J8S2SjXLIf09TQ/lphQllmhlfECoVAXjgwUcK8IDOrGPKFDHr+QdHXpOdDmxgVPkTjOryhnGMZRbDEpUXJsTa+6XoxyKOUJeLLzIZpm95WylR23qlRWp1b4QFgxYoz2V+YDm/MpmJjBE9eY0GfpYCG16Qi5PUNFrXWSpjTYJyf62WocziuMy7MAi3r7v+UK1mDBPxIQ9D+JNQnKnIRSpznmrqE3RnlYEgBtjsKyvbS3AdUmHBMn6gD4u5TyEDGWaAPGLVBMpnfcsfDKVngXOUc/cBIBRnuHgx6YX+/JM/GcIGOnD6ojW1joygCft45JuOjmykY8QSMmVJ/IiXEX/uUFS67sTFodE9CtpkduPnn4XqJ4GQKUls2iTSkh+IbAQUCviOraTnIztpnrqV6LCHJkbvjx8Xir6QEFGmqe/gL6UXTdnNBSqiRRCzWpSi5DEJsrEjG6nteJn7FDaaFRmtZMiboQxnBup48btqULCPRuykBbtfl2ADnbhNUSzQkJEP5OC1wYPrB5ZSqqRWnnHxf0do+Xrk5AV58CHgr1M08HrKDUqxpNJaLC3F9xUaCq46HlEfCnCYeqhnzyPXvT2GTm5o6Oe7Xwz43ZMBA6BfP2PPz8ktrhleu1mG0ZLtRGPHKCbRvdQd45UkGCzToDQE3SQlEFarBbG4ebNUzhsXB35+gvjUw51AAENy60fSC3/VBLh4UXxnz579R8nG5O49sgGQ7pkPApCvkGgfjS3BuBCtSNo7IWdOUeZ/9y6spAeO/j5GoVMDBoj/+fKBpwl7uLg42LBBiPYaN071JzKC/OPtoRk2xNKS7Qbl61O8icSB0UwWimedbPn+ew96s5gpN+onWmfCyvMs+HJRl85e0OlNivvUK91mRjGFTvU+otUK9eX33wvv0ZUrAWtrliOVRU9Huk8/D3JhJsO4H5TZaJ2fY+zajL8PtRr8FFlowU7GMoGttMWFUGYxTPgm6mAqPDA1sLHWMo8BdGQ9YxlPRzZQgpuoFLoDXX9R1F1bF9HPsGxoKGzfLl5XrAhNm0KRIuKevmIFhpOlFsfIwjvOhBoPDplhRmqQZrIxMjLSSNGoR0BAADZfc8fCjK8TN2+KJ0IzUg9TZOPWraLG7VuEvGOvH2H+lvC5CVSzsvHrglrNY/IRQHpsicGRSL3HPiBCVRyIZHytM5TMF8ET8tKTZRx6WzjpdQKlswiyYCTTKJNDGm0ekC+xX1ahHBF0ZxVe+HCOSjwmHzl5QXZeMYw/RDqxl5forcuMspqzi1xWxh2ls6a8sjQagx8awI/M4QxVv25lo0qFB4EMZB6VOcc9CpObZ+TBBw0KLmAc+lHAWmbKp7sOraQbTdjDcnrSm6XsoRlN2ctgZhOJ7Dkpb16SQ9EM/gzlT5rnukPnnKLDsY/GxonWCaFWU5OTdGATlpYSYWT71ofaHKWm1RnSpxede4DLl7Ro69TFn8yCLNZfd+LjOUQDNDZ2tGsnlDR37woVY2pgYyOIJSPFES6E4kJLdvLyZerWA5B/0WB6OW4wvNePmzx/LggG/a3vD35iD80oxAPcCKIFu7AlmkLcT5JsBKjtcYtaGJd4yrN7tLcF8RWPFU3YxzBmGebJk69vZZDI42X0wqNU9tR/yL+Jp09FqdsrcvKcPISv/kuq4bayQqEQ5aHp0knf3xBddd5lyhO1fjvv8DSoSJen4NaQWsTFibGyyZNhwQJwlwXwFs0dYXi992M5dtISF0KYxBgGVb5utJ6YeAt8ycw8BrCejqxfL83LlAmTCAsTx2v79lJJ4IcPgiicMUNq9ytTmMhohjOd0UykPJeoxHmmYcwoJrQQ+M8hGWWinMGaOdSXu3fFgAOIUDA3gml2e0Kyq1cooLMseD5COjyoX19cXh89Mu2vCMLHNCoK9u5N6YOYxtChxo/Lp6lORt6LoDagF0sJxpUyXKEZu9GqxPX+9ZIDLKU32+96J1pn+/bgLZs8DEnNbrNpVer9uGWDxfrBlYQWDZMYxc/MNLy/H5iJn5nJwksl2b1bkJRr1gjfUTO+PPz8IIvqNXtoZjT9IPVpzD7D+4HM+2QxyQAWsI7O/EVrPpKBEFy5oS3BXQoTHqbFnkgcw32JioKh/EFn1vK0dOL0aycncZ319YXr18HnrRhFO0Et/MjCwODxn7R/Zvy3kcwdxTSqVq3K2rVrmThxIgAKhQKNRsOMGTOoUaPGZ99BM75hPH4sOdL+19R6fwfyJzMQT2Zt24rXdepIMoZvBPf8PejJRTLwgT3firJRfrxrNCSqyfk7+JzrMuPvQ6XCgwCqcpo3ZOMotdmxQ5qdm2d4EADW1vw0PxcvKACA9YurJNZPSOhf7hrnDoWzmfYUyxoklTbn7wyy0XLAQI5tpxWDdOE0OXnBVr7DDZma9tYto8UK8IhHhVqjuXUbO11HLDMmBoc0GmYzmO201n2m53jj83WTjbrvxAcvnpKXufxIGOnowlqekYdKuhK4SpxjO63I6JIFEL7U156kow5BhOgIqH0JFHmL6UtlztFRV4ad4iCJLE04U6vKlL9+UfgROpZPehnZtbBrJzUhZ66S4eIuSgQe4yjHIB5Qapk9W9wy8ngpyHL3EDGEcJMS5IiLE/IgXSdYYW2F4hPGKfr1g0aNIFs26aOekxHSCW9XyaHsL7UIkbXXC0IbNRIdtjt3REV648awT9dH0/8G8xgoSPOok4lXHBNDOI5UzvgUB5+JHKc207yWMcLHOEDBasIYGD8aLQrKcAU1Fjy3zo8iLpasvOUlOdhEe8Z9NO5wBQZbEBf3zxzuJ06IMVo9XAmWiIwkSCJbW6hrfxaLqHA0KEV4kw6zZ3+eccpt26BTJ/FId+WK8W2o8vCK8AfU935GK9v9qO/exwuh4E1odnfkmhvNZKWFzXdK81q3Nr3tgwel1/rfQF8kEBIC/W1XEBWjYDF9AYjBhvZsNiyTB+N0n6ZNU/683zSSIhsnTzbUNk9lBO/2lqZ3fciVS8w+hegDPo9OghWWYcoUYYtQpIi4hsiR3HipVisuffrE9U9B0aLGileAt2TlHkUAGKILMgJIxzEUasH2efOUCYwhU6Q/sCzReqdPF+X7AG+QBiDS8xEWLxb1+UkgSJUONR4oQiyZPlwM4mTLJi7RgYHG4VAvyEWAqzd6d0dPqw90YQ25Chdg9epM7NwplOapHTAy4/8LCwvhYaxNoO9qyEGj91cpA1rjaamC7vkhjHRspa1hcrmY0wC8izhGtG7wU6kUg3UAO6NG4a0Q55FGA/v3i3tLp05CKf7kCWS0d2Sv7lkI4I6qUNr3z4z/PNL8aDljxgyWLFlCgwYNiIuLY/jw4RQuXJgzZ84wbdq0/8c+mvGt4vr1lNuYYRqvX0uv5SOmSZka/YsRG6/kMuW5SYlvs4z6c38mcxn11wWVilJcZxF9eUFumrCXSrpK540/3+QBBRnOdKKVDrzwk2oxq3qnoPhWKhnMbP6iFQ0Ly64HJjqKwSEKblOUQNzx5gkAL8lFeS7zgpw8R9dblMuAgJH8TvVny1miSyME6MZqEcQhR1QUmfBnJL/TttwLyqMzi0qhFPyLQq3mODUpxXVm8BM5eEUA6YnCXoQC6HCeyqygh1H5YHy8RHKN0KVGOxNCHxYZ2jygIAvoR1kuExCZfI1tWLQVr8lGYJwTr23z0sLxGL/we/LXBpWKC1TgAhXI4qlgTvOTjGJKwiYULixEq6tWgZ+/kmDcmMwoqVxef//Q/VY3bsCePUJNmBosWwY1awo1GxgTBa1aaknguJMssicQCObKJfpR+uIH/XmzYQO0k1mTtmAHM/iZzqw1rWyMj6c+h3A+f8BgJbA9sDrNm0tNbInmCd6617FcoRzXKE1InAPBuOFMKE/x5ld+J06bmFX8py67XboID7elbiPRosBl0Pfsf5CLqpxm5NVWJpdRKuFwVFUO0AhnwriAFD/9ucq/9Z//xo3EjyHrtojv69DTPPTMdZzeLMWNICJwQBVvPNBsYQGWOpuGOt4vDH5iIMpvTcHdXXzG8uWlS45cDXZcVdVQ9g6izH8pPxgSfVuxg+jm7Zk0KdF4y38TSZGNo0cbggq30Jb5Z4qxfDm81WWVdGU1NTjB1rLJe9SCUN99/CjI89Rea0D8zpaWghB+8iT1yyWE/jKRPj2c77SI0Uwy2U6NheFg8uIZY5jED5iWA3//vfhfvEAMxbhFKa6xiXYE4GFsRmkCld9tIQMfWbInEzNmwKRJIiQnOlrcBuTZgSvoSflQXUbC/PmUPD6DNXzPuGY32akj5/WhWmZ8eWTODBosdK7a4u8XpuCpC/lxIoxZDGEZP3xS9VZkhJbcPKMgDxLNy8B77C1ieUFOnrmWNnK2eRItRgj1Y51Dh4rBPG9vca+tXx/SuSi5JKvyKGGRwPbCDDNSgTSTjQULFuTOnTuULVuWOnXqEBkZScuWLbl58yZ58uT5f+yjGd8q0qWTXn+LJNL/E0dlpZLyp+rkAgX+pfByDWQPTVhH52/mODl5L73hscNcRv0N4vFjgnEhEDfiI8Q5WUj3IOiFD9HR4mHuuxof2UVzXAmh5jKppKUj62k3KoX7qVJJOa7Qih2Ex1rTiH30YRGhGqdETXddzEhxbnON0jwhH8NkJVi5eUER7prcxDRGcjG8CENl5aQA1yll3DAiggM0ZCq/sOVyLm5X+5FVDbZ+9Z6Nm2jPZtoThzW/MoV7FGI0k3AjiIz4G5qOYgohURLBVDx7EI/Jiw95GMYf/MZ4fmYGZZAM+gvwkAEs4Cpl2fU8eZ+jVTeLkYPXDDjzHUOHwoiIMYIQSu7aoFZTh6NU4gL+H5QmFc3v3wuisXx5IytOdtBSkoOpVExgDIOip+LjA6VKQbNm0KZNCt+fDhkzipRofYmrQgHjdcI/hVKBi0vq1gMilKZHD+m9vhRYf0mrqOPIHB1Fxb8eETjyhHy8IJfpzlp8vMGXMgzx3HEl2Jvdu6UmMdgJUkAGLQpqej6mMHc5R2XSEUZ3VjCg2WvSu0u/zc0Twf8Yr25nJ7y0erSLRI0SnJzwC7PnLFV5EJI55RUAfoh2Dct8ZM6cz7NfbdtKhGNCrip/flHO36oVhh9zKb1wIoJOhzoZtW1UJYx4rNGi4EjfXXToICVbX75sett164qfXW5xmjmzCDUqWxa8nY3Vk3toRm+WEoEjz8nFDH7ir3flqV9feOX5+Hzad/CtICreCn8y4kMeVvG9sSXEmTPEYcUthEnhnDmS6m612zBOUIuSXYukuA092efoSJquEXrs2yd8HT8V+fIJQm/yZFh5rwz1kOxDVtLN8Hoc42Dp0lStM106kYe1Zd5HblGCXLygPZvZS5NUPJcJxic2Tmo3YYI4FgcPFlYIjx9LrZ9pcotRIblaMsFF6OnTVO22Gf8grlKaFXSnGbuFkhGIxIEurKU+hySfxTRAo4EX5MYXT/qwiNw8YxF9ULu4855MuNhEk5NX5LZ6g0IBG2mPAi1/vm2DnZ24fwPs2AHz5onwpFWr4NAhqF9Xwy6aMYyZdGQ9A62XfM6vw4z/CNJURh0fH0/dunVZsmQJ48ePT3kBM8xIDnIpgL4uwozUQf5QIScbv8ESWp+PzqynE/l4TPVvhGwMipApY8xk47eH0FCqcJb7FObEi+HIDUZOtFvGvR/m8OED+IfZGxJ109nH0707KC5dZFKlJ1Cok+l16/Dbieqs4jU/MpfFS+rwXEei3D/sw9kEbR0UkWTCDxdCAKjHYUMpjQUqHDBWg03nZ25Q0vBeg/F1xY0g4w1oNIzUKfwAep/uiLMzsi7bVwiVitJcIxwnCvIAJ8Lpxiq0KNhOK2yJZS4DDWXnq19VZ7BWCwoFdpbx5EXqycnTuluwE0cisELFUerwiPyUdUuevbBAgy3RWFtIRJktMclfGzQavPAhCnusbHMxZE8NLnOePixmGiOwIZZDsttEpkzgr+NPBzBfuv/Gx7OeTjyNzksbf1EOO3Zs6ktrs2SBChUEqamHr64KNq1jX6dP60zpdfjrL1E6u3GjuLU56wS1ISHQvLmUmB2IMAi8TTFQG3syAhAXx1mqMKPAKn59KJnFyd0s5vAjOXlptAPKwoU4cU8wGi0RkiE1SpT1FjDszz7k0pFgtplc0vZB/wbi4vQc/jyaUIdtsVep5fmYbbQmU7makCAAxxS+YyvePMW5/ThsbZMwxksjbt4Ut56cOQXRJ0fNmuK4srKCVyMyEEV+PiK2a2uRIExJfv+ysMDCQlK+PXwItWuTCKZUpXnyyMrNH7qyteB3tGWrUZvBzKYlOxjODMr4+HC1tJjeuPGn+wF+C+g9LhPrZYMtF6holD6dMFRn507dafPggahYkseCJ4FevQQ5PGKEIIVTi337Pj0YRo7AQCHUzJQJKrjYE4IrefDhGV6cpAY2xBCLLdU5TfBiF1wWLSIGGyJwxIZYEg/pCe/aN2/gfbA19ngSggsZeC/ulwqHZPfnQbb6aJ8/x7/lVciWjXTpRMCTPuRJpTIupQbEqJAcVlaEhYlr8YcP4vuV+0ia8WVximrU4BQADTjATlpwiHpYEU8+HhOIB/ffn6VgGtdrb6sRHtMKJeW0F1HqNdsWOuNcfR9R1z/U27u8j3dDK7v8+vrCy5ei2CFTJtE8Q2YLvNhDM/aIRpZOwII0f3Yz/ttIE9loZWXFvXv3UJjL9L4u7NghzD3KlPnSe/Lp+EZIpH8McnMoeRn1N3huvg20YyttqcAFJvxbjpOjR8HBQZLiJEClvB/pxkrsiAbNZzbWMZONXx5KpSH19uL73MRTxzBrdaEZjKglXmd2L0MJQhnDBH4ZmB27vt9z5EgFzodXwHRBpITQWFveko19NEaplFgTO6vERvTfTSjCdwsl1ZahzBmhCrNFYoUCcWME05Pc7mbakhdZ/drbtwSv38dD1hkmNW9unEb7NUITr+YodThPJRpygHd4sh/Ri1VhCcQyWObddZMSgt1q0cJwv/IjE6W4ji0xBONKCK7k5hm3KcZH0mNDLNU5RVHnV6Je8OJF+OUX43N09mwGHBnCAID6gynasyxjhsewRdOWaikoG29TXLzOpubBBw8ukp2GHOABhbBVxJIhg+isBgcL4u7UCTUOvw1jMHNAoWMH4+PpzwI+OOcle/b+VK6ctDeeKVy+LIgGd3edcg2p7PnECXF7Sq3qz81NEJd6hZo+XKZtW+N2BQsK1aYeN3RK21hsTD9LxMdjiRonW9Gzyog/VYqFM3GzNzdugGvHBjRAV5Y4dizBuNCI/Vho8ydaVTR2OPj4kDOXggIFBAHm/15B/gKp+4x/F/JDZy9Nue3/irJuz8jFdsiZdBBRKa4RijPHqUUc1jRjD+nGqAgd8nn2y9dXqAufPUv8GBIeLj2elnIZznWWsJ2WQjFXtRfIw5gSBAbK1Vk5cnziznl7E4U99TjEYZkTbhT2ePJO+N1ltqfrRC9mzxbqnv8yTl6yM3qfnddG7+OwZh+N2P3Dfnx9JW/VfVczcvp0Q6prhc9qcli9WlyXWrRIm2V7o0bCBzY6+u9ZAOjPI39/2OlfkD4sYiMdAHhEfvzJhKtucE7tnhGAnbSgA5uoyXGOm1inntOxsVMyj4Ecow5D+UP4gyp6Jr9DWuG6nNkjngkm8nVUKmH7CBBKOtIheQpMYAzTGU6/rW+Y3ll4YN68aTrN24x/HnFxMJR5LGCAYZoFamyI4yIV2EBHAnWqeo0q7X0cC6WWClwCpQVn1JVZQH9KcJORypWAKLNexiAsopxI2jVU3McjIkSe3aNHQqFuZ2mFFgwE5viYifzX87PMSDvSHBDTpUsXVqxYwdSpU1NubMb/H/fvS0/4/7aQFfn+fospw/9POMhGSeXKxn/bMZAK5N03iya4koEPoP4XDNN+/Cg9fWs0JgngTC4xrERXL6iRFGwr6cYEfqMFO/nzU7dvJhu/PNRqSnGN65SmaO4Iwt9IOogDx6SBAr9AG/xohBXx2DmEERIC9eqJeXr/nKQwrNo19l1w5QzVmF/7PH03VkGFJdoWgyEhWejuDunTs+ljLdbRGS0KanCCKpzFCmNy0pIE0ZeI9MK/aM1rctCOLRy3rEdN/czOnY1UkHv/9KHRIK+vftwjNlrDDh2l+z1rGMRsynORUlzHhlgGMtdg6D6QudTnELQ8CCoVbz7aspe+zGGQIdVXj+fkoQ+L6clyltGLTPgxVfUTilo6htnLS2LPoqKkqGAAhQJ3d4jW2PKSnCmWUcuXG9PgGn0f/Ugh7lOZc7BoCZCPbNlEwmTmzODiqkRJLLFYYyNTNg5iLmTMC9n7p/l7bNBAHF4VZHxR/vyiwi8yEoKCRKl1ahAeLspe9WSjh4fpdnKiUY9SXBMlj+rEgzdRkVo20414hTUtaoWRTeXPnGOFwVKXd9HxkNRYoSAADy5SEe5D/6JnWHCnqmw718l52p3DCvG5JkyQAjL+CSQsXtCotNIzQDIpws/JTQiuxGKDNYJ0DYu0xN8/6ZTntMDRUXqtUhnvikYDWbMK4tmDcNwIxIp47ImGBIMjj2JyMptFLKEPBaYE0lHm05hCqHvSsLSkG6sTTd5IBxTAGr6HUp2hfxv6p/0U+OYw87dwfukXQgluModBpCPMMC8CB9wIxp0AAhJUFzfR5WRdupQy2dizZyKL4FTD1xcWLRLXh19//bR1FCkC48aJPxChXu3YxGba408m4rDmBTmxQI1La5EYpLdisMB0f8XHR1yWr5+wZjojAAzVBCneEPXP7km0u3cPMmQA7xyx2Fw1loxHiaxhVFiybh2sXSvEpfpbjhlfFhoNRkQjiGOpMmd5Tm6jZwhnm5i0b0B27FTjDABbacvd8DJoiOO3hfsYwgaUoWoGAj7kIR4rslfNBbKQmkKy7BcnJ0E83rhuyUfZYLmfOpU3828dMTGfz/D4P4A0k41xcXEsX76co0ePUrp0aRwcjKXhs2bNSmJJM/4v0Dszw7+7FPnfolj7glBhwSPyU4j7KOReaHJl4zf4PbpkdWTvi6YoUbNcE/CldydlBMj2Uap5Sxqy3ywQd16RkyDc0rzZDmzgJDWY92oXaRAmmfH/gFrNbIYRijNl8pVEefo0PVjOCnpy4YLwwrl9GzJF+KCeOFmkw1r34kFif+8kkd09ksbs4xD1cbGLQ/nbGKzXrIFRP5lewMaGp3hzkIaGSUNsFmERa3zNiMOaDmzgNsUM6szeLKE1f9HQ6igh8Y5ocsjYlbt3sSUf+XlIPh7TuEYuPLOKMq6rV9NWIvePQjZIk43XHKUODyhEHY6K0nRdcu02WtOa7dJyd+/y6J0j/VmY5Ko30IlsvAHAn8yseVaZ7/XJ1HJDuMBA4wWVSkrrSjkF2eiT9H09AdlYObcvIEwIvfGBCqJDevu2aBIbCwMGKoBFtGEbNvp1JgiISStq105c2jpihEhmhWT5r0Q4eFCEvwAUKyZ59SXE/v1CGbVtm3jfiXU4E4o7gcbfy/v3cOwYAR809GAlGDIaitPklBizO3AAMtGPBhwkE/7YI3xVf2Ap6dvXZnKGHfx2pzUZ+QDAY/Lz+Lq0+jFjUv/5PgfkXEQxblE+4wt8Ax15TiXSh2QkKRu7/TRCi4KsvDXyXA0L+zxkY2io+O/snPhwffcOSpQQhOPCoKmwZYvpDwS8c8rPEl0q8MP37rRoAb//Dp07G4KQ04ykLPeMtvxPMsZfOTJnURCFPYG4k423RvOe6kKUAvHg+XPT52jJkomnJYR+ucyZxWXQ3T11+9a3L6xcKR6t8uX7dLIRoE8fiWwE2IzwTX5Ddt6SlZLo6/DFNaUDG2nHZoQGMfGgHIjBgCidx2UBHjBGHzyTHNkYE8OUkL58wJqB72wx5da8b5+4p374YEN/FlCXI3yHuACOYBq9WIpTizmMvejN8+eCjF1grnb9KmBlBaOZiAVqRjIVW2JpyH7OU5li2YIoy3V2vxHXZKU27cKbuDjYQVsUGuML7+aY5miwYMzNiXRgA9g7AM3JwAeisUOrSNoXXP949PyFgtYcMUx/pc2W5v375jB+vLhwdO0KS5Z83d7kXwnSTDbeu3ePkro7yZMEUWDm8uovAPlwclSU8fuvHQk9G81IFuMyLWGyfw820p72cjXjN042WqujKcptlGhA8xl6Rf9vyEvco6NN3oh8g2xZzHicCWWY7DfrwlqqcRpXgoGuadpsEG74k5kotXm07YtDraYy58Vrq1xAoKEUbds2oV6sVw+4FsKxiW84RH1Cb+TAu7BI5HV2ht9SqlWxsGAOg8XrCsuhh+4ByMR9+MoV+CNoEdFoWE1XvkcY8v3gsIHGsfXQoGQ5PVGiJQg3NtLRaPk/GMZSevNzzp2Me9oRG3sZpREYSCUusIemLKIvf6wvR1yceFj9msOo7axUfM8qDlGfKfxKJA4cpAEFeMgqndtkD5bThr/IhB++ZBHkhFZLBsdoWvEX2XlNa/6iEhfIzTOasNfwm2TlLU3Yw16aor5yTdqwXH2uu3Yfoh47aUGlB87Y3BezHlIQmumkBufPJ7Jk0MaraMgBlGjYGArOCasDrKyIj4fevQX/Nnu24FNevID0BKBVFDDsQzAuWCnT4aD9PE4cu3aJstmWLVNPIoBQRmXLBg0bQpUqSbdr2BAWyrje9Qgfxqd4c1g+IFWlCjx9igVZgEFG6zh3TpD+InRE9MoPUp/63OcVOSjDVbp08YYjSpwJ5TRVDaoROWrXhmMmbCL/n/D2FuXF22kFcfXZ7lOWH5nKdycfsCWJZSoipadMRDCkXrlUeHikuRtgEvnyiRCi7NkTk42BgcIDsUABoLiYuYcmXKI8NV87Iueqc3lbUoYrXKWsYb0hIWkjrRNCnqenh5YEB/onyya/Paix4AMZ+UBGpjGc4tyino5wyM8jJjKaMUwiTx4RdNali/BgvHpVdEMKp2wbagiRSlA1nyL0pcTw9wt5MmYUeo1t3Q7gd/SuQY3YgQ38wTDy8oThTMdOd21VIPx1U0KRklbspTEb6Eg1TtGeTfRJ6rp68CA0bMgaHvGEfLQKeGCSbNT71YJIo15BT77THcPCwCME3t5kwoQmREcbB22Z8WVhYQEJi4/HMJGeLKfVmx3cxo1bJbqR4eYhMmgnQffu4qSqXj1V64+IQJTqyw7NQcwml/I1Co2K7LxmA50gU26gOSOZykL6M+T5XyQlDwsNFY8nr14ZT4/TfsUPdf8U9CMUa9aIUZM2beDkSXER/Ds3qm8Yaf5WTp48+f/YDzM+FfKnun9bKbL8SeEbJMk+N17HCvm6L1mMf2s58fgNfo+WqNhBSxyJAM2NlBf40pD31qOjTUYtnn/sbnj4GKaRkjLfkpVttCEvT0hrwXhunlOT4+Rx/heoP791qNVMZDQhuDAo6CPZgbEIIyZ5oiQWFpynEjMYTp+7L2lROPHDXVK46ZuRu3SmAA8pgygpCwxUsGyZKFGTw9cXtkY1pjwX6cpaXLs2o9malrikt2ZFkGi8hN4oUeFCCEOYRQy2hONErGce0r/7SFbekNUhRJQ+aoxLH29RjBLcEm9mCr9GG5uvvP+uVhOAB/5kJhYberGU8lxCi4LxjCUKe6pxmhX0xJ/MBOBBesS5VcwzgL/4AWrWJD7WhjfVF/N88kY6sJGM+HOZcoxjHHU5whJ6S6V0IKRwXl7Qrp2QJCD8IJfSG9Xbq0yuBotcf8U+WKYo6txZmOHJoFFrOUQDQNwCHvulw5fqeBDAM/Jge9GZWl4iVRKE2vDFC/HaijgROw0QH09m/Ii9a8urN4Is+rt4+1YQD6lROMnx/j0cPy7UTsmRjSCSXxPiDdmIjg7A4DinM/zzxJcA3LnTdAw19wwGoHRp6NhR+JsdOwYORKBAsK25eAlArwagHbqPeQzkZ12CeyHuUbFbfqLiLNmwQeyvWv3PZrM9eYL4cm8+h4ULcalSjLw8JrNzVKqWL8gDwnFi/KxiuLl9ns5RwYKSmjUh8uWDZcuEJyc7lMRizS6as4ruWPkdMCIbc+dR0IW1BrLxc3yvDRsKz1I5FGhZRB8ciGQA82m4x4lNHU0v/19D2XIK7lKYItxjJNOowQkD2WhHDG/Jamh7/rxQx/bqhUGVnRo0bSoErgMHpi2Net8+8VepEhQtmvrlkoKnJzwMSM9SHdEI4llqko6Q16BkaPQHnJNagQm4u0Nj9nOaamymPWW4Copnpht3EbYPvVlCAB5kzWi6/rxrV6HCTnZgo1YtPDyka74ZXx9mM4i5/Ehn1jGecZQvI24ey980QUEJhv40h5zhd8WPmEo23dJCSw1OgELB79qR+JGZotwht5WvcUqbji9YiPCK+PNN6yTJRmtr8VewoCAu9YOoa+gK2rffZD7AJ+HIESm5Sa02Toc3wwAzBftvh/yE/7eRjXJ8gyTZ50Y2K3+Kc5NM+BsTjN+4svGv8Hr0ZAZN2MOef8Pnk5+HcXEmm3g4yHxZZJ/pAQWZyc/U5TA/pHGzlynHDUrxU/zDNC5pxmeHWs1vTASggu98ciA9NI4dC8OHi9eh0dbYE0VTdlO7VHYgJx8/ilM6ffrklYHbbnnzO+0ZxGzKKBSGityDBxOTjUWLwtz0E8n8UdTUls/pz+HDghA8X/1XLFALogXIyAf+ZKhh2fqaW0xmNBU5T750fpTjEmV9fZBnKKhladVli0Rz5a4dlpZft7IRlYr5DGASo8nKWzQoKY74fgJwx5EIvpf5vHVgI0epKzoAunNc7ehMD88drJsM0MfQ9gANWU03VtONbqzCjgQ+TO3bC7JRd+2uwlkmMIZieb1RKMrwKDgDd6lFezZhhcrkaPnBACkQztERhp8oxUq60YADHKQhHj+r+SCLA5cH9rwnI2h15fTx8YZEdLko++/g0SPxPyws+XYJ8fKlIClr1ky+3ZYt4tLarh1s3ixNf0hB/IIekBsSRWG7E0SVHFLQRY4cQiF49CgJOk7GZWJzblbhZ5ob3p+hKm5L3hOtkkq+nz//51NfZ9yshQ+96cdCOmc9RWd6Q4uZgGnG5yD1CceJ2hxjNkNEnXrzW//IvqpUgihxc4NXjxowlPUA9GMBFUwUK2ym3Wfdfny86ek/M4N4rIjFlug0Jqd/y3B0saQw9w3vT1KTUUxiMqMBWCK71rVuLQl9YmMFn2FpmTIXsWSJ+EsrGjVK2Q8yrShs/xyQrqd3KMoA5jGfgUxgLF2ifsYZcQ4doS5VOEvLFNa5kL7sojnt2UgX1kJYEdMNdfeSoXqX7qx1TTZzcxPXqh3roxjZ+S3VdanGAEeowyPyU9muEmkc3zHjH0I4jpTnEg8Q1QoBukCYP2eo8AuyoHXLZmiwoF34ZnKmcd3pHDWcoBZY2xjf9ywSpPR9os1aVc4wh8GU5iqe6JLAzAo+AfnN5fJlM9mYBNJ8tNSoUSPZcukTJ078rR0y429AZdpD5F+BfzNR+g9hcsa5TP5wV7xRNZdmfONko4VWhRNh2BP17zhO5PuYxP7WyO8nlXFpfA3Tw0hHFt5RiPtAvdRvU6OhG6uow1Fyu5gmOM34ByH73R8FZTCa1aCB9Pro5XQMZwZVOEOrmsGEhAgTeBAkSsIUXjnyZhQmaXMYTJ07R2nUSFRytGmTuG3u3DDQfSPvPoZxk+JktLQ1ZBhV5XemMpLzVDJZJvooXERaxmNF/TPCIOtKcDkjsvE9kmn4Lz8E4Fk+21dvH/wxUElOhIzUg48soi8Z8Rd2DYgOp97DC3RJx3rorrMb3lVn3Z7E6+7HIsNrRyLZT0MayozYDdANRlTmvCi7z/crW05hUBFcppyYbsKI/GNsOt36w7GxcaJkZn/uEkMOXlGR8zgXK4lCYceNG0JgnSOHLq9q4QIYECImgoFsjKtUE9sMRxJt51Og9wBMq0qyVy9BNCbl1ahH796SR2C7VnG83n6VC1SiGLfQLl4Cw1ubHOixtLHAxUWU5SZHrIbhxEtyYr1xDX9MzWw0bzfNaBxsSfoMwvMxMvLLkOq7sg/iwuusNOAgxV7rSNRkZID9WMhLcrGHJhTnFm5LN+CQZOvPi+Bg2LlTlK2+sZDkaG3YRvUcxjW3KhXc13XIy2V9B/z9SF1Tj0VN2IMPXsKuAHMCtRGsrFBjfAGfwigmMxo/JHa4Rw9Yvlxqkz278BX89VeYPPmf2tm/B9GdNb7RDmY2NThFDLbEYoODUlwrD9CQ+QwkHqtkycbwcJjKSN6QnR6soCh3YeNdaXRCjoTPiCmwtC1baGmZwJl1Ax1ZS1emH0+7mtyMfwbuBBKvG9TbRyP8yMxB6jNrohXHjgO6AVsPPqEySRYQ06/0FRZdE8T5S20B1MSiwpJKnMf5RRQ+wI/M4TyVWFp2BcieVZJCPkQ5zityiAlmslGC/J5rVnsmiTR3B4oXL06xYsUMfwULFiQuLo4bN25QpEgSIzdm/P+QCmLjq4VWyw5acJui3yRJ9rmxKrAJ1TjFnwxOpGycy0B+Z+Q3+T1+Z7ObUlzHj8zExfwLPp/8t0nqnJT/TvHxIr4xPp6BzMMXT8JxMr1cMtssxH3y8sSQmGjGF4RaTVdWU4xblI2UrEcyKt4beU45OCrIhB9uBIGVlaHMFaRgj6TwfaWntGAHAG+CHNi3TxAf7UyIglQqKP3yL7LyjpLcxHNMdwoXFkEbVyjLr/xOdU5zl8L8wVC6sppKnGM0E1lZbS0BuHOCpOVm+kAjS+KpWCKaI0fgxIlE4rKvCjHRkto0gPS04S9siWE6wwnGlXYIyVx+HhKDDWeoJhprtRy8mxVP3tL1+o+GdTRmb5LbOkgD0zMSSq6USqOSwnh0LJYJ39em6U5xmqqc1u1X/3LXOEFNfmUK56jMgfXBgAjmqFhRPAcrFEjXpJ07DftgiRp7W81nI4iHDIEbN2DQoJTbypE/PzRuLEq3koPcg2/zdmvOUxktCm5RgjwvdHWGMrLxEPXIz0O6H2nLH3/A3LmiVDspOBFBEe6RL3c83QteYgq/GOZ1ZxVr1iro00eQKiqVIHL/aWh1P9YDCkrHUTIdwHLVbKnGKYYyi+y8YcPprEm2/dzIkkUEVkyZAn3znxLPKiAIHZXxPl+5AiG44sVTLvVa+Vm236yZ9HruXNDeucsemlFJ56vr5SW8Qs0QCApRskgXkJUQ12TK2T59jOd9EBlK3Lr1f9qx/wOGDBH/e7GE73SOp63Yzj4asYxerKUrmayDAJiPUC19IIPJdenx8qUImQGoSwoDOLrrcTS2RGGHWpMCYWFiQKEcl2nLZuGJasZXCX2C+TSGU4ej/MYEGnIQaxsFWWWX4kz4p33lMrJRTzQCFI6+Qh6e85zcBJCeQLULIAYzr1GGks5JlPbLEBCAsAEAPpKBVXz/7+Ma/p+4KHkhf/Uj7F8Qaaam//zzT5PTx40bR0RExN/eITPSiKS8+/4FuPbYiVa6zrJW8wkX2P8StFpex2XiDNWIwZYhKimcSb14GYNYBkAHv9N8ln5PUBCMGgXffQc1anyONX4yNGotpxD7oIp/xmeq9Pv/QX5OJkX+ytusXy++66ZN0erSZNNMGOpKQnfQigW+2zA/c35haDSs1oWMEJAOLYsZx1jCLdyIjZUIqgY1Y3lFAZRo0Fqdx85OWkXz5ilsw8KCH5lLc3ZRrkDyjUNC4HpMIaNp9+8Lu5mfEMpaK+K4SAV+4g9Dm3w8pkb+h/y5vwsnqElR97fkCbzC4MxbYXd7Qw+9IhdYRycy8h57u/mMFtV29Ov39Qb1eTjGUIQ73KUosxjCWrpwixJEYU9prhGKCwDjGIcNMpWcVktUrAW+eOJkGcXkWfbkzQv16jcFMJSj5+QFcxjEHppSmXOmd0JHEkViTwy22MZbU6+eSMAOxdmgKDD1Jboow3AiBgVaEVitVuOFD+91yqO3Hz7imcV4mdhYmL42B2rGMppJWGo0fzuN2hSyZfv/kjdlyohjeuBAKF8qHsfB4UTiyAimMpVfhPmj7NobjCuPyY9n2HPebBK+Z/HxMFTnFjCTYTykAH1YTBnFB25RjGfkoeBrB8qne0BudnKSGhylLkW5zblzxdgtLtVUqwYVKvzzooYiVV25+FJYGKx9V4tNjKPJeUf6DTDdft3RzFS3fo6Pzg2493BnClUU3nf/b3h4yIip87eIZy2/MBWAsOyFket29d+jBuVnGzxdt078L1ZMHDvPdIm/+vusjw/ExJgUEP8n8c5XwUDmk4H3vCcTIcFa7F3Fk5czoRTgAcXaFUykouvaVdgg/PijiZV+pfjjDxjqtYdH/bdRBzFQEYwbkTgIf4qIiETkiuG6nATs7aEId1BhSTR2PCQ/BXhkurHuGC/CXZ7hxfn7T6hYxnRTEOd7KK5oUeCOIEH7sUio6Rt/XvsBMz4fgnHFAjWWqFAAxbhNZvx4964UDjKJuTVpr0wKClFSjTsoYoxvQo5EApCDV9yjEIo83sAutvAdF6hIw8D3KdZPqdUQjVSOPYJpdDOTjaZhJhuTxGf7Zjp16sTKlZ9nFNKMNOBfrGyMll8YHz6EPHlg6dIvt0NfK0aPhly5OBsilMNXKMf9V1LquGLVCmpwgvocxNEmCXOitGLgQBH79/33n2d9fwO2mii28B3baI21xb/gGE+FsvHw3Swo0KJAS/xSnZv3nj2MZRwdWc9A0ljTpVJRkAfU4hjZ0oV+4o6b8bmgjYhkAPMYxSQ0zq4AjGccs1Q/cuWKrKGlJT+wDCtUzNzsSdaswo9u1y4oWzaFjSiVVOc0XVhHvsxhPH0qCMTIyMRN5UqTh+RnUH3RWTp1CrLzBoBcvKA3S3HVdWAAVtIDBg/mFsXZRxM6F7zODlpR1W+LYEN1ISMeBBCPFf5kQqmEH34QHc+vlWgEsCMaG4T0Mi9P2EYbLlOWZuwmHWE4EcYzctOWrcYLarXU8nrFDUpwte5oBg7UJYvrcI5KlOEK2XnNJtozlZGJ16GHTn03jRF4EMiIE2JFrdlOD1aSBV1Uq4mH2OdRmSjJTUpwS6xGrTYQjQC/L3ZNtEx8PPx2vRnjGcctikN0NOHh8BMzGOXTLVH7rxnOzrB2LZSvqCQScT/0wUvMbG1cRl2L45yiGjManDAELMgFCT8zk5X0YAK/QXQ0JbhFa7ZT8LvCYGlJJA6U5QqzGcRtirNpE9SvL5atXDlpT8D/J9p2tWOe4y/U5xBPIrJwiAY8+pD4N9fj5Uu4gDGzmFZPzc8CpVL4kOqwUmt83JUrB7FY85h8n+2ZVj+Ic/u2IIa9GnijRmlQNoIYeDFDwNlZlJl/ICMKtLi6gg1xnKAGVTnLAwqxaVPiy9Lq1eIeVC8lBuMrgkIBf13NYSAaFQoth6lLO7bgHPlONNIRglrdU9vE2ontRuTIkwfuUIw+LKYy5ynIQ+6ThFw7jZHaz15a4E4QeUhZlWbG1wNbYrFCxQMKsol2jGMc1ylNRIQIDTxeYTRhOGFJ2kVD8XFa7lGEu9rC9OolbEg2bQI/u9yEk44CPKIQDyho/xKAE9RkLoO4YptCChuJw5sasw/2mPCO+RqxfXvSqWX/D5jJxiTx2b6ZixcvYpvGYcEzZ87QpEkTsmTJgkKhYNeuXUbzv//+exQKhdFf+fLlP9cufxv4F5ONVfL4Gm7eDBkiXNZ79/7Su/X1YfJkePWKeJVEzj73l0aalGg5QS0O0hB3x89Ut6iv4dR7QX1BHI6tziHqE4Ejlsp/QRl1Ks7JkAhJVK56H2h4XYKbbKAT/ViYtm2qVKyhK8epTWYns8L8S+PujXgWMIApjOJcdClReqLD+vWyhpaWBi9AGzsljo5CTCwv+0sKS84UID8PGc1EUCjImxcKF4bBgxO3lYeDZMKfmsUCKV3aWLT8ROcDFawriTZ8luCs+JKFQtyjVBZ/jlGLKxhLLz6Qge6sogvriHH0YOlS0fH8qm19mjalCmdpxD4y4Y8Xz5jDIHqzhJPU4LWuDO4slRnCLCbo0knRanGxEYRUPtcPhtWdpyI1Oc5WvqM3SzijSyItwt2k90HHUun9W5NUx5l4ttofXNHwWqmELXeM9cynziX+8uU+hc/IAx8+EBqm4A9+YsazFknv51eMrDks6M98AA5Tj3NUgnPnRB2/Dhn4SDXOUDJHoKHU0JTdwD6awMePRtPehLvQjN1MZjSDmUMs1tjZwbZtUpsv4V5SsyYMcN9EGa7ROnQ5q+lKxwovkmyfIwdU5qzhvZubFEj+T8IvxsWg/gVwdDYuC1UqhWdeTl6y+maxz7LNrl2lsnlHR2jfOBxL1PRAEkjs2PFZNvVNIHt2WEqvRNONfGu/IQSly2l4Pb7rCwORF6ZNRzpCOfdC+IbGZcxGFHbEj5mQ4jrf4kkg7ob3u0n+pn6HokTgQLmi0cm2s7AS3XY1FvRhERU5TxxfwDTWjDQhBhtOUIMRTKMDm1iOSPFbuFBwd91v/Ug6wjlG7TSv2zWdmmPU4qhtY5YsgWfPdPe3hES2jgxbiuhna2ulvC0bG9iBeDaoyHkxAN2pU5r38YugdWsYMQLjEf7/I8yejUkizV2Bli2NbXG1Wi1+fn5cu3aNMWPGpGldkZGRFCtWjG7dutGqVSuTberXr8+qVasM760/V1zit4J/soz6+HEYP16oD/Pn//vri5bdVL9Br8HPjQn8xgcyUJ5LZCv0q+lGn+t7/BJSjSRwM74wq+iOBWq+/zcQ6qlQNlb3ektD9uNEOBYqiSDWh1PI031Tu02V7nL+ryBkv3HYKCRV1V/h9Zgn67jJL533fWyIwp6urOaHdhVJC4J9o3lMfvbTiMHhUlmXqTG/ihVB6+6BPrK6ad5HNJ0qttd+TjkmM4q9NDW5neHD4Rh18OQtqx6UYx29cSKMMJwNbUJ0JccAjwPcqfAPJ/N+CsJxRIMSFZY8Iw/OhLKRjgDslqUPy/ETM7FXqw3XWZ+ITPSuJYiMDTqV1ElqUpybhmX8ScYcMC4OLaJUezxj0TacAJTlmXUBouIsyMEr0hEOJvywX8dKoTzW1uAfbhz3Yeq519oaZk2J4dmvy0UI1YABOFRuws9MR5u3ANAk6X39SpEhg/BSu0VxzlNZ8lPr3j1xY2tr7t1LLEComC+QC4/dya0jGRbQj/4sZM5IX6bvq8NdpFCTkUxldCC4u8Ps2cJCTW5/8I9CJx0uzm2RpJ63VpJNu3WDcJzYSXOuUoYm+0cZwqj+SQw438HwuifL6N79B6P58fGwiH4ARJT4PM/7SiX46UTCr1/DjX3hbNon+SK3aiUUqmZI6My6RNMacpDv2MJW2vLLr8KD81tA1x+dmThXvM6TLQ53AnlHFopbPyAqzpLw648hOJhfo0bzB734eZkf06smv86BzGMX0gCO3rMvKdij6w9ZJk9Y5M4NcVgRjCsZEYNdepuPHTuhxb9zzOibxwDms0JHMNbkOPl1ZfXbt8P16/AqWlyMP8Vz3dpKSy1OgKUjV6/CmjVQoAD015GNgbixg5Y4hmSgPVC0KNy5AxWqpI6k1pPv3jxN8759FfjwIeU2cty4AXPmCKFP1jR4G5uVjUkizWRjunTpjNKolUol+fLlY8KECdTVx1umEg0aNKCBPJrTBGxsbMiUKVOybf7L0KrU/MLvFOI+nf/fRExt3ShIq1aiVuJvQh0VywMKo0FJEXsHc6xFCijIAyxREYwr2WS/dSzWbEQ8wHeI5fOMPX9FZGMt5UmuUEyUasZqvv4xXDnZmAT5m9Ehgv3oOsMa6civx2GCcMWKeCANCsX4eJ7hRTxWOLj9kHJ7M/6vyOceQHkucokKZNG8NZo3QSaKCAy1ZC9Nyc9D7BzTRjB3yHKK6ZTgFiXYeTGEyEjhO+bgkPQyS/mBI9TFa5sXFdzFQ6cfmQ1EYx2O4E4gg5hDBS4BgqDqzWLcCOL3u2KQI5x0RuvdKetUpTOe9dXiJTkNqc+HqY8nb5NfAOjOSjarVPi8d+IcXZl95kduixwWnJy0hIcrsLXVciumhNFyXVnNGpm61YD4eDx5hx9ZCMcRR11Hs71qLVcpzT4a0YgDJvelXt4XXL14VmfePpTGPTOR41hzXO1iuPX7IRKMCxvgmtkWH7w4R2UKH1iCa40aTGcElOnEv5Fs1GMs4wnE3WBmL8dj8vKAguT0z0wJEw8ay/rewGfwPHLznO205Ch1mE9/+ncZwNijxr4EsxlCsb3CYSStATifE4GBEIQ3LgSRXp9gmoyU+OZNeEhxWrALgCkV0lzB+VmQzkoaZF7OD8xJMF8uQmn2w+dhQx0dBdkaFweurlClgooneJOXp5TkOn/99QUknl85ynOJY9RJNH2rLrn599+/HbJRHhbVcWJ+IASApi4X2fOhAs6EwqVL/BEuBg1nrM/M9MRcrAFBQRiIxqLcphbHacFOYFrixjExxu9TUEcpFGCFymRIzVf02G5GAuiJRgUajlObKpxhF80JPCtcxNaUXUCbKz99kmejPCBGbr/zzGIaoTjSnF30Yhmebz/QHlFiHRMjgrFSs+oYbNnCdzRJJgTvq0ZaFYd6yf/z53D2bPJt5TCb/iaJNJONq1ev/j/sRtI4deoUGTJkwMXFhWrVqjF58mQyJDMcGxsbS6wsAjPsi5jS/HO4eD8d03TJfp1Vd/6ZjeqHiP8mLj5ypYquxCzKriFfShzwb8Eh6tOFdVTlNKdVknImEHe6I9S/+Z+eosLn2FjcJ9zw/k8or73IXk6wl6YMDb1H+i+9QykhNdYGchJS9roQ93lPRs5ShTQVkKlUjGMc22nF8LvXTRRAmfGPQqXid37hAxkoF3+FPDzkNsWooziOlZWUTu3lBfMYINKoLdLWc8veow4t1u7kCHVxVIdhb29cLp0QL1TZ2EgHTlMdDgGHYOZMaMUtQ5ujiAHDzbQ3TJs/H9QtCxD27CNZ1e/YNuUJmzGuQXUmlOy8okfZexQq1ChNn+NLIeFD/TtMj2BP52c8eUdHNrKFdiwLO8OFl1noxmoIltodP64gJgbOn1fwiy68uDeLWUIf4rFCg4IYbLEi3uBZFxqixQ+R4tKPhaxVCo8wd0UQGfHXDTogriPh4eAkqbHqNVBS72JVKF4cGErO1qXxYhdEA4NJkmz08RHkal50IWNRUeL/ZwyI+SehUsElKvGa7FTgItlMkMa7aM5IpvH92cesMrEOT/cY3LmME+H/Y++sw6O42ij+23hCICFAFHeH4C7B3eVDChSnFIpbS2kp7hSKu0uB4u7u7iF4QkhCXHd3vj/uZnc2npCQAHueJ09m79yZubM7cu+573sOe2jNHtqQHR9QKPijwj663hhGEc33lZtXtGyZDvbTMTBjBsx6up/hzGEIC/HDDufgTDjEUz9/fjGolSMs7MtHZa6pvJSZT1thj0hXf/gQKugMjqlUScjBVq2auiZDckl5s8zmFOI5ADcpz7RpItvOEJgi8PEjbNJEed8r251StwWzZkIUSs107w8/pFvzUh0WFvD0qXjMyh2dy1q7s9e7KhvphjzvoGHVQCD+WTW5YfQVKmNB4vJGsxnBJ7Iy8IMpOWMHssdCYZ6yhAEMZCkAv9U+S8OGiYRbGpBu+HNEAEGnr9OhvAfFlz/gkUbD87/pYo7Idfl9LAlPZC9xIywMjtECI6U+2bVZ1YkPONKc/bRiD3a2JkBz8uUT13pSNbUro5sBysNLXpIvRe1MN6T0wX43mZzKihWwcGHKjvWNI9m/QP78+fH19Y1V7u/vT/78+VOlUdFo0qQJmzZt4uTJk8yZM4dr167h5uamRybGxLRp07CxsdH+5UpLS8QMgCJOgVTjAk05gKT8QimmqZSqGxCom21QmxuoxsTwCSH+fpbaXHmRXVsenXoLIKlTKVQhA6W1K9QqCvKMQjxFIWWcdsUHVYSSc9TgKA1QRsR9T77xtWIRP7GNjqjR3QfBWMeKGksSlEo+kgN3CvIpzDC7lu5QKqnDGTqygzy8ogM7+YvfqC2d1qvmnNMIK0J5TkEePk9mymDNmqyiD2/Izf+K30m0eu2gfZyhDr1YTUFHETXr5weL+SnebcLDxYB/1P7alJncHklhxCnctOlbAG/ISTlu8h+tmFjpcPLOIR1RhKdazeBn6Kb498i0tWYxkqYcpAtbMNEQf4FBCpytA2nMISaUPYAkidn/ihWhZk0R+G9GBDnwZjK/8RYXFvMTlblCJkI5ii4DxMY0lGyaqLTDNGbfY5F/fsiiLV440ZBjouLhwyJkdMIE7bafQsxozw46B68AYs8P+fvHfd5Tpoj/9TgBgOr3P4jEFOlMwqYHGRWenlCT8/RhFTMYE2cdJzypxgUKOcUdLf6/+ZVw5APL6K/VE9xNG8K8g0CSyMlbjlMPWz5RjptkBDUfKyvIbBSMGZFMZTzluMXyk/GHqtSuHbvMxycNGxgfgoN1kZgIslEOU1PYvVvIN6QZYoyyx48XJLwBAgoFeCDGc/vc5mnLy3OD0tzBzEzn5P4t4MULwSsEBMDVjU+owDUqc5nd3tUowHMx8RAezoYsg5jE78wc5pXg/qythTbzsEHhtGAfY5kmVqxfLxh/uUBo4cIALNJoPL/3SfjhEhwsDL3GMIMBLNO+u+ZeT9zsw4D0w2+zbZh5vR6r1L20ROO/7TbTqBE0bQpO1kGxN3r6NEn79vU3phV7aRO2SVv2008w2ngulbnMBxzYQQdWFxLX4YABYt5y3rz49qhDzKDAt/FMymZopFRLMYFQ4WtUYCjz8ZfJCcWKUjZAi2STjS9fvkQVR7ROREQE7969S5VGRaNTp040a9aMkiVL0qJFCw4dOsTTp085cOBAvNuMGzeOgIAA7d+bN29StU0ZDdkyhXOBGhygOQr110U2Vsz2gm105CBNyGRsuEkTwwa6a5d9A3UdEkc+aAfN1Qp9jGvT5CMDaSMeVjVgJqO5TBWy22T8PJFPAUbU4hyNOEpgUNwvuXPuTvzMIjqzDT+ZIcc2OtGd9UIk+s0bkft1J3EiCaWScCyozzFa5PlCEc4GxIvLLx2pxBV6xhlHpY819OJ3/uSxR/IYjOfuCv6lLZepnKT8KVtFAFnx4ycWc+GmJXPmCF+upQyIs37Zsroxua0tODrGnaJdhcs04Diu3Cb/+t/TJTXzc1EQdwrzhEI8pTJXmMVIpjOGQfxDMR4RhgV1OE0z9mNKFPXzv+AQTfmrks6V8cMHuCwyz7lAdbqzgf9ohQvvMULNdY2pzkWqoYzWZI2MxIccjGA2H7Hn3Cvd5GgwmajJWeYwHB4LfSd53uKFly78S3u2PRdhYTFliRJTnymGCHO7QmXMiaTQi6+HKJZDnjn8Dhe8ZbHvHuTlKhVpwDEuUIPxHeLWnDp0Q8QDDmceuTTu7L5k53JYGZAk1vMD9TmBP1nZQ5sMcY1PmgSB6sxMYzw2BODCW2wyx983GzlSt5xJEULx4nqBsl8MquAwLlANC41GnXEc6hHHj8OmTcJBOy3w3s+CJjHkCeIj579H2NoKt/azZ2H8XDGxPafwMlqyl7uUITIyyTzIV4EDB4SXxIIFULGskoUM4QpVCFFZ8JxC/MnvEBpKN7Md/M6flCme8PvW2Bi6doXKVY05TgNmMJZ1/CDCkYsXFzNSp0SGwwvzYhyjPlW5xBAW4JA94b53eDjMYSTzGcZJ6tKZrQCEhCi0QeoGZFwULCIeeG6coG3Rh9o+1soXboxlGneRhbUmEFglh5mJmkpcoZLxDU6d0hDdw+AnxT9coQoDWUooVtoIv/37xXbv3yetzeepzlyGsYAhXKdC4htkNKSUbIyIEBMDs2bpFQeSmUpcYyFDmcAUjtCQ3qwkmAQ0jL5zJDmNeq/M6vzIkSPY2OjYXJVKxYkTJ8ibN2+qNi4mnJycyJMnD8+exS9Sam5ujnlSY4O/BXxJg5hopBLZaG/kQ0c0lo7qxvor370DB4cMbmf6ZZGb11ynIkOZTzkHSQhvxLzWUysiMbmCummIAerFvCIvV6hEpQxEgsYHOcGoUsY9KnXIpIuwkQtCSyjYwA9c4xEjOnSAK1dgw4bE722lkh10QIkpNsbHP+8EDPhs+F515xp9uUYlOrCD5ogJsiNWbZArG0eYZaaUvTeWYZcoUKFyso5x8CAM5V86sZWtkbcSrX83cw3diNrJWBuZ0pcVzCN2mEqdOtClC7RsKS5BlQrKFIukLifJwyvW0gsQej7R8AjMjoeHSNn82vAE4dxzAjcuUwVn3jOEhbwgP6dwA8Rstn3mP3TvXVl6ztixwoHb1RWGUJK5jKAJB+nDKrKhywaZygRuU5YDly5pSWI3TmKCklr5CwKVYf161rQ7xXlqcp6adGEzTuhH0+x9UkTv89kYgYk54tGb2LMHvFv3pbBG7D1KkxaZIq2oDAAnJ5B8fGlS3pvDr+pziCb0YD0AE/mTjXRnNiMYwdx4c4YtzVWERYhBYG3OaMtNM5mx7kkVBkbr6wIjmI2l5chY+/jSCAqCV5TAjEhmMkbobrbaB8Sdg3n3LgxjLsV5SGeXC1g/eBRnvbTG8qheDKIjAA3zPqFQoSKx6jTQSAXOmZM2EXTvfcw4jE4vft489LTOvneYmMCrV/qp5xM9ehIiUwT/lpLG7DTzvadPA7+b4Mx7BrEYZba8aFUZQkLYG96QqxTD7ao1biUS3udff8HRozppiitUpofysq7C7dtQty5bo9oxge70ZqXQEHZJ2PvAygpGMZOLVBOmIBrUqQPOzkk7XwO+PK5fF8+yaAlAJ/TlyDZ7VOUUxYjCFEvCKMU9OiVxVsveTskVqkBmW6ij03ZRoaQqFzFCLSL2NeNpZ2eR1VK3btLaXp2LVOdi0ipnRKQ0jVqtFhMDIFIDNC+J/izTVqnOBaYynrPUphkHiEe95rtHkpmc1q1bA6BQKOjRo4feOlNTU/LmzcucOXNStXEx4evry5s3b3CSq/l+53jlZc585pKDj4z/UkRMah1HHnIsf6heuiTsU+vVE1PcBgDwL+11H8J+hi6aXnjhwrpp5tQgG6OjaDIC1GoqcJ2cvCULgRkqvTs+WJtG0J+lmBFJjsyl46xTL58HErFn21x4x0D+ER2RmzdFYVLuN6WSn/mbKEyx9nn5Ga03IDVQ8f5qYDoA2zUDa4DOxtvxk9V7+kzBEu922NtLlHFN3uyri4v4v43O9HP309BhCUCSeENOwrDEIQCi5wvLEDtytk3Oq8yfLzpW1ta6CXa/QBNOU5ei6IiKV+TBgQ+EamZ1v9Sc1+fiNmUYwkLOU4PanKEF+zBGxS+xLCt0qMh1goL2Yx39HJKFZUXLWT9/Dm+rdyLnhTdkLZ+f3278iSpGVysMS2jUiBe/LKSAJm33IlWpWrIDAMPPt2WerNu6mzYMYonePvLaiCvJKVMAYEPWrJAnjyAJJk8Wr9S4JvSrV4fX3OAZBSnEc2pwHn9sUGEMelfnV4Rs2XDKH0j+V+5kQmfokoOP5OI1xqhQo8AoHgH3MV3esGlNJINZhClRPKA49utmk71GU/77pD+Cb8e/mJikP9l45Ah04D41OctZNDnScYUJavDnn7CL4fzJb0TVbYhKlWD1NMNlx9ba5eteORMk+dIq8tLeUTf4HDMGfvklbY7zNcPdHY4eFYF4Dx9CSJQgGhUKiV27FFSpks4NTEXU05i4e3tDqNIMNUaMYxo5K1bSkY0//0yrSPEivLUuGLdeCe/zzz/1Ew5cuaUfDqohQLJbBFOG2+TmtShPJArLygpmMoYz1KKObGLkw4dET9OAdETFirrlwzTiGYU4+7osNdTiUmif7wZlvQ4RgA1zGUE7dtIpqeMdmUHM2LEigBbgqXE+LmnURkvwgCL3fTmOIKZdXL5xclr+3aU0slEOL91kr1zTvBPbWK5RyVeWco21mQECSaZ71Wo1arWa3Llz4+3trf2sVquJiIjgyZMnNG/ePFkHDw4O5vbt29y+fRsADw8Pbt++zevXrwkODmbkyJFcunSJly9fcvr0aVq0aEH27Nlp06ZNwjv+jvDe15z5DGMCU/HxTYUbKilIJcLH95MRuXlFcR4QGCkbBKwQGlScOJEqx/kmsXmzdvHJUzRJ1BIP36RC7/zMmcTrfCmo1eykAw58YDhz8fqYDqOjZMLeOpSlDGQhQ5NmECPDCepRlMcMZlHyrAWVSrqxkRqc53WgbfIbbUCqwp6P9GU5BXmmFynlWlHfhMPUVAyora2T/+xu1w6aIfJhXn1Kgs6nJDGMeRThKRs36orNiCQH3rTKdo5j1GcevzCyhC6ltlo1QWC9fw+liinZSifmMUy7/iLVtESja443WhI0o8MPO85RCwkjTlOXEcyNk2g0iyHubySp2HS3FIV5wtDzugmg4cOFZuP27bDVvzFvyYVRsSL8xW962/dmpXAmdXbGN0BHQvZjuZb9iakxHtOQB6BbsZscpAn7W68CoHlzkXb64YPQa4ovKGLnTijPTRHZ2LQpxqixIRA7udvNV4jVA6/jTkHa86+2bB7DeUNuhjEfBz6w4njcwva/r8zNU4owhL+ZxjhK8JAFB4UWWts8N2mDTmMtD6/S9kSSiGjX93PUwods4kMCJj/RZMREJmO3YUG6aRR2721GS1sRhusXnilOlZCdO8Vf59iXfaogd24YMUI4ig8cmDbH+NoRGgr168d+FkmSgn7fmAOdublIo27bFg6ftSI/HnRmK/8F16MZ+5nJKD1R3GMXE0+XjNl926Zx8dbixQsAeuU8xjlqMgJNsE4SiZHanNWbsDZE5mZsZNfI7HftCh9w4GcWUXtDH+17elCpc8xlBD+wniEsoCkH43+Jx4SMbIw22ypeHFxV17RV3pKL95GiEX//LWSg5QRoQmjOPvLjzhAWsJYeOhmYjAz5GCs1nL9kGgVVuKTbNWomMIVNdKFysTh0Nw0AUqDZ6OHhQfbou0YD/xSKnVy/fh1XV1dcXQUbPHz4cFxdXZk4cSLGxsbcu3ePVq1aUbhwYXr06EHhwoW5dOkSmdNDaCaDwjmLLh0zMvwLRX2lEtl48V0e3pCbRxQnXCXrJMtS9A3QxwOKc5aafPDVPeyjjWMA3vqkgjlIXARZerm6a9pyhEYcoimhYenTjGQhKW7UsvJgMrGS3nzAnjHMYCgL+Zhcz22lkjX0ojPb2O5pEApPd1SqxHL684zC/MgaraZqzPmTokXFreXunrLDDOIf/mEgVbMnLqD1a/iv2uhoufZiqxUteJ6lPP/uMeEOZRjGfKofmQgI3bQWLWDJEqEB9NrLjE5spzFHtNv3kulSzqmxJ05dx4yIktxnB+2ZzQh6s1JbPkRGOGbDhz/4HRVGWiOXV0sP8SnUnGcUxitU966aM0ekMjduDFWrKqhfHypUiD1w7MJmfmYRWFuTx1InV9GfZSgl8Vxv1Up/m4YcjbUfR8sA8vMCG0sxCH78WAyaHRxEWuCneLjDgADZB1tb3fLOnXFvkMERFSWyoxUdO6BAYgJ/AegIOA18yMGHwLjTqDduNmIICzhJXSIR2qlP3gs2r2qO54TItJiC7QukxWkkGw0bgrWxGABNYArt2cGRm/G/N7ZsgWYyo/j0ShCqXx+2PK+IiYkYIHt6xq7Trp34S8uu/qRJQgI1a9ZEq36XmDZNJBYVLx5bn/FjKkmDZxRIEjRpIiRDLDKJZ7A5EXgoc3GQZtxCP2Lp5x8C4tqNHipVEveYs5MYL1Xgun6FhQtBkljl4UYWgrAmBAUSNx8m3IeXJIjAjFAskUCbZSB3dDcg4+H5c3HfdO+OVuYDZDyYZqLxE1lZS0+REXPlish1js5yigde3kZU4RJ1AvfSrp1I2b5yBa18S0WucpnKbHET/ZwtW4Qp1sUkZkYfoDke5OdvhtCLtUTwFUjVycdeqRHZOHGidnE3bSjNHQrzhIcUJwcfKYA7WU0MZGO8kJKJ6dOnS1u3btV+bt++vaRQKCRnZ2fp9u3byd1dmiMgIEACpICAgPRuStpg9WrpJHWk09SSwvcfS9tjoTHeNDJK+T6USklq3VqSeveWjlefqN1lcO2muv0PHapb/p7w9q0k/fmnJHl56RUrMZJ8sJP6sFz7taynm/Y76sQWbfnzGTs/vx1//637/kGSZsyQJGNjSdqx4/P3nVyEhEgSSBvoKq3lByng4Pkv34aEcPasJL18qV+2aZPUlp1SXU5IL9ecjHOzXR11v9lUxkogSYV5LP3ISqkTW6T3OOr/BolAff6CtICfpTqclFYWmZkaZ2bAZ+BtvR+ko9SX7lAq0d8xXz5JMjOTpGvXUnCg6P327Jlo1dJGdyWQpCM00Ct3cRG7mDxZkspzLc7mli8vPh9Y91H/fEDv45oGm6SIiBScR3pA1vBnFJB+53dpketKSYFKuyoCU20dZ95KIEk3KSu9HzRZOkd16eEP0+LcdVSUJIWHi0f6FMZJ7dih3acClbSGHuKDjY0kgTSIRRJI0m9NrkqSJK6FfLiLn5bVkjqOH+Vqp9l6Rbdv6/808XV5HjwQ6+3wkaQOHaQ7WWtLv/O7tHHa61T8cr8cIiL0z3swCyUJpDe4aMsqcFXaRzPp6YbLce6jXDnd9kepr11+9UqSgrr219t/AdNXX/gM48eizuekhQyWanNKAklaOuJpgvWzZhXnkD//F2pgPPgoe4xcvJg+bWjVShx/woT0OX5GR8OG4s/bW3zetClZXZKvCjduiHNycRGf6xR8LVmZRUk9S16VVtNTOk0t/ZP38EjSfg8ciPGdxXh3Sj//LC0vPk+v6OaehJ8vUVG6ur5kldyy3/kmf5NvDYsWSZKlpSTNnRvPffTTT5IKhbSTthJIUnXO6SpZWye4b4/DjyWQJEtC9MrVxibaXWyloyQNHixJkiS1by/KFixIWtudnfXbHDJucnJOPX0QGqpr8KlTyds25n0a48dSx+j3Rv+daBB3f/BbRXL4tWRHNi5btoxcGmXgY8eOcfz4cQ4fPkyTJk0YNWpUKlOhBiQKlYq6nKY2ZzE3+kJOvZ8T2fjihVCoX7WKetJxbcSPqRRJIJkJw+LrEf1KbdSvL2ZPevfWK27MYbLjy0r6asus0UW0vkcIb4xlGgWyJz7jmijUatzJz3Hq8ZRCQtRIpYIOHT5/3yloS11OMp9fqM0ZslhmIDfqW7egVi2IYYx1092GXbTjFG4Eh8b9iP0YoouwsSIUUyJxwpMhLORf2lGJq8lqSkCggqEs5Cy16JbjSOIbGJCmOPyhLA05xgSm8JpcbKcDZ4k74jQiQmRoJVc/be9eKMcNEYmXhJT7YSaL6MB2jTafDtEz67/9Bjc0ToMV7V/y4IGujoWFiNLInkPBJapwjQooMSYCfQftXse6xBtRl5FREHcm8Qc/lTpLIY1xyqo/3/Kp9yierjrHryV2U46bXKQqhQopcLIKoAYXKGavM35Zu1ZEga5eLSJBLSzE42ECU/X0diWMWB1tOKIJM4xOhzMyEv8rVICxGs3PtfTSM+GJxomX+hF2QUFQUGT+4uYWf1RY7txw7JcDrKMHREZyJ6IofzCJDQfskvelZRDEzBy2xR8ABz7wC/PIzSuGsoDmHKBQ+bjlBjQZjQAoZfqafn7gGaz/RVpnS55rfFrip4bP+JlFjGQ2/zCQGmWDE6wffW/Kz/dL4+1bnXlRrVpQtWrsOgUKiGCUgwdjr0sNPH8O//0nlqdMSZtjfO1o3Fg42kf7cbolKgr89SJbNhH121DjzaLIlYvQSBNcs7+lF2upTQz3rSS8rN+/jz+6XIu//8Yv0ppKXGEGo/mAPSULJ2zUJc8IzYYfJ33i1gU3IGNh8GAIC4PLl4W7c2Uu07+crp/f+lA/jFHjQT6eUkg/7T444ee6vW0k/9GS7bb99coVJrrrNIRM2osn+hrKmTNpbX/3TtBp0RgT9GvSNkxPeHoykH+oykWiVKmQRi3DHlrHWR4aaTC0jQ/J/gU8PT21ZOP+/fvp2LEjDRs2ZPTo0Vy7di2RrQ1Ibaii1IRiSSSmqWfckpaQm8JE6LSw1ns1xIZAOrP16ziPtEC0McupU3rFxxHWjGW4zVp68AF72rBHu34wixjNDKHxkUop7pvoSgOOMzcOl9ovCpWKW7hygwoivS0jXRvnz+uWZZ2BqAjdb+BiG0JcaJrvMdU5T3P20Zo93KU0G+mGAgklplqH2KQi2vVajTGm6ohEan8DCApKv9T+JMDWSKRT7KcFVblEJ7ZTm7PUrq1fz99fuBfXqwclEnG3jAlfX7hFOf5mCAEhiXdyWhnvZwcdacoh+aOX+fOFVpUc5XO80SMbr10T6Y7vP5pSjUtU4hqmKHHgA7MZQZHsPtq6X0sa9Ua60ocVrKQ3F6nKI4ripbanK5sA6D0xJ46rplCkdw2mPGjNflrQnp1YO2XWPWdlI78ZM2D/fpg5U/eYsouHvztHLQACyMJ9SvAL8wkkM2Ob3QPAxweyyjQUQ7HSbaw59rNP+mnCQUGCRClXTqQ/xpc5ZG0NjwKdacF+Dj/JRyHpKYNYTDO30Lg3yOBQKPTTzv/iNxYwhHAsUGPEa/LwqOsU2LgRihWLcx/79+uWy3CHvxnMlP6vcXaGVU9r6NWdviI7GQZmZniQlzbs5i6lKVE44UmHGzfEf3k69ZfGX3/plmM6qEcjmgwNSqOsNPm98S2TaJ+D4cNh/Xroq5nj7tZNt27u3PRpU1ohTx7xDIh23z54UHQvBgyKZ4icBA24+vX1v7P44B7iyFUqE4E59nzE1CzhlE8jI/iEbaxy29hFBmRAbN8OTg1KUZszTFqq07KIvqTGMY0iPGElfZK8TysLNS3ZR3NLfZ2eQCNb7bI7BThyVFxbCxYIzcaY/b6kYtGilG33RXHtGqvozWWq8ux98julUgLrerNKu9xP5kztHWaQ+IsPySYbs2bNyps3bwA4fPgw9evXB0SAuCojEQHfCY4/dCYToZgTSWDQFzKI+RzIR7kREXiQl+cUIEItBssKpO83sjEaMRwzIzBDjYLbuNKD9dijL5jjxklqcRYlJnpfb4phZERWPpGHl9ookXSDSsW/tGMWI/HGnrCMpNkojyaTqdyXdfnIa3LxhpzYWsb9g+S09uc8NdlHS/LwmqI8ISfvKMYj3uLCXZI3W53VOoqPZOc9ThhJ3/hzWKUS7gg2Nnqi7RkJ7XKc1WrHye+hy5f160VEwIEDwgsrAW+HOOEqk5HaZdw+/ooaKNW61718XvDVK9i1S3ydrdmNHb4sfVCT48d1dbp3h169IKudgvy4Y6fRAgrAlhHMxdpc3AuDBwsy62tAdzayij70ZSXVuUhxHlHm34n8zp/xbvMeF4iM5PHHbOykHdc/5NKu27BBo0e3Be7fF26PuXPHvZ8fWAfASdwoxX2K8JT1/KB99P/1F3Rkh7b+WQ05CRD9EKyR7TGu3OT3BkJ4qUwZobE5dWriEkVDVouLZ8LLPlRRX2Qxg/m5d0Z6uCYPf/8Nq/vpbq5fWEAWgqjAdXJbfWTa5jzM/dCVd+/i3r56ddhFG/bRnLX05DJVqFw6DHt7sDHSjypRmGac6AWv0MzspD1KTLlE1UQjrsqVE5GFu3d/oQbGgexJ4GqvXxcD2rRKpsiTR7e8fHnaHONbQTQ/b2+vKxs2LO663wLc3cV7bPJkCHZryZ3MNXiBMJaqxRmK8JgHzxKPbn70KGnH6+Owj6z46XRhk6AvZ0XsiaECGUNK1oB40EfDHQ4cCGNsljCTMSw/pOs/rGm8nY9kpzNbkTDChDjGwTH7u76+wtlo3z7xOQYJPiJqunZ5KhP49b1ww3J0hEaNkt52d3e4fRvu3RP/ZcbMGRc5c2ozAI3MkvfO3kJnnHnPZSrrCjVcF8AndLPIZ9BFEFgZy4KpDNBDssnGtm3b0qVLFxo0aICvry9NmjQB4Pbt2xSMzuEx4ItBzu++9krb9J55/EJL/mMXn+EGLmPD9vjWJD8eFOI5DW2uEo65CB2Xk40+PsIy8Ny5lB/za0OMF4YZUSTU/ZjPLzTnAG6c4tC9JMbFR+PFC2jdWj9KT6EgD694RV5OUyd5+0ttqNXU4ySzGUlNzvP8bSoY4KQW5MynuU4w2VwRSS7ekpN3STKI2U4HBvIP/9GS/LygHDeTHdlohJot/I/GHGbm2/8la9uvDvJwF2/v+OulJ1QqRjGLdzhziaqspzt9WR7LgyNzZpg+HWbNSv4h5JGQoTUT7zkqkMiCSNuV8+R16sC8eYIkq8sp/DTGGvLO6MqVIuqjdi0JdwqyU5MW7Mw72rODG+/EDL35V6AbHo0y3I5V5h2WGSP079n+/WFBubXazx9CrNnzvCQd2Mk/t3Q5oBUqwLFjggT28hKpR3Fx4S/IxyyE5Ix8QPGWnNqBZszr5Dyy6DpNXmOv3Ce4SXkmNRfGA87O0KVL8gYRY7Ku0L1vk8t2ZyDY2UGTMu9jlf/ABl6H5kCShPvw4cNxbKxBG/bQnANcpRKb6Ia7p4gmHZd/GwsYwv/YzOHDyft+0xpNp9diNOLh4Us2giIS7wO6uKTvT/3HHyLy1s0tfifo8uWFo3pqmIjGBRMT0fV59iz+CYHvHdFKZNHPor//hjdvMnRCQarAxwdWrRIRaHv+U1A26BxDEJbc7hTgKUWIUieeRr1/P4wdK97voDNyiYmjfhX4hB0zGMsUxvPRL/F9q4vGToOIaT5nQMbCihXifurVC3buFO95ExkHZmMVhS3+dGMjvVitNXfRYs8e0cGKDr8FcYH9+y+hv03lBG6cjayit8kuVUu9z5VyeKSo7QULin5NqVKC2/wqMHkyDyjBO5wp6Jy8rI0ubMELJzqxTVdYvLh2caTmnVuLMzyhqLa8s4tsHG2AHpL9Kp83bx6DBw+mePHiHDt2DGtNGIOnpyeDBg1K9QYakDAaFn5JbU5ThttYGKetnt0tXNlHS16QP+U7kZGNz8J0xNiLUEfy8pLCPNUnaCZMgHXrhLjP94J4eth3KUVXNlKTs+yknbZ8B7rp/2RnUffvL8SLasr05BQKjBA7Uif/EZG60FwLjnjhwlvRLimhAPcvCPl1KmdZlEruUorLVCYoJO7vz+OTLdvpwDlqsJkuLGUgI5nNBxzwxiH5bZEkvHDkLmV4F5GB0vzSAqntMpcWUKmwIRBnPMlCEN3ZyHLTwbRooV/NSpMdq1BASNwZ9/HC1BTu3hXqC/1/Spw9aBe5hUBsqMhV5POCFy6IFOkCBeCD5tob4nou7hQbExNmMBo3hNRDdnw4J9OijI88yIhYRW820YW7DUeQH2EHbmESxWR+09ZZvFgQeENy7aEUdwG4/yEHuSy8RZSLg3+c+/7rLzh5UqQbbqcD9dCFic5ilDY6vQX7eUBx+rKcF+Tn3ENB9MrlrwfzN67cYiSzuE8JEb4IOibTLPmTjB/2X8MXO9pZHNDdTyYZJ2IvuahSBZx+akuDOFy75YjWCoyJgACoYn2Pylzmf2wBoP9fuQgNhdBwI4aykC10oXFj4eKZUZDZSk1mBPvzllwcvmSTYH1zc/Gsad36CzQuHhgbCzLn5EkoXDj92pEvnxhEf8Uc+xdFtmxC4y0tHcIzAnLnFpFfwcG66MQDNOcEbuyhNeeoQcH8iXe0mzUTw5folNPHFMOP2Nbn1V9v1i7/yhS8/RJ/Di9qdZRRlc7w9o4vt24Js+KvJaPge4dcSaylnAs0NuYtOWnMEdbwI4v5SX/DNpogH7mmvybL9B0u1OcELXxW623yu6VuFns8U1hcewefi+fPRRZHhseRI/xLO/6lHWHhyRsnPKYI56nORarpCmXj8lmMxhNHljCQFfJ091SSMfsWkWwmwdTUlJEjR7JgwQJcZXlcv/zyC3369ElgSwPSAiYKFaepy21cKZjdP02P1ZVNzGQUNfgM9l5GNjY1PsJaenCGWhS0eIsXTvhhpx/Z+OrVZ7T4K4I8/1lONkrRFjoSZbjLZrpynpp4aNI6AJ5SBIC6nKRNqefJO25ceWVGRjThEGFY6D9s0wMqFYdpxAzG8JyClDB6JL6fjDC9Js/FkpFeL72tKMNdqnKZ+y/j7gHuflqcTmynFueEFiXwnEKcpg7d2MBGYoj9fPggpsg/fIhzf37+RrzDhaYcYFC27Z93XklBekodyMPyMujLfb1XQ+pyknn8oivcsydWPUkSk9MjR5IiiYBSpaBIkaTxRGZEYkYEo5hFLl32DqtXC53Bbt1Eqg1Az1nxCEgaG7MXXQ/5KpX4jclMb3WJT5++rlSuJRbD6Mpm9jr0o76GDBxe7QqLGAyAW60oBg3SzHNNmUJFrlGHU9h4P6XrvXGcoQ5j6l2Pc9/+/kJ698kT6MBOjtOAv2xmiuMyiAro8tiL8wglJmynExefiomC7t2hdxdxQfiSjWM0YA4jKcV9tMKf0fdBCshGO1s15kQQGa6mAUdRIFGnTeyB8NeC6LSuYzTUlv3V6hotbM7Sr1soas0cVcuWcW9/7hxcCS7JVSpTBp0kxqtX4BtqqVf32LFUb36KcWbeTe5QRvvZwirhLn00P52e8urBwcJbDdKP31YqRTT39OmkjvTMdwAfHxE9F/3bfatwchKp/r6+QpoiGn7YUZHr1OAC1lmSNnRWKIRsQTS0xmDy4+GpXe7MFrLaJj6ZPm9DDmZdrc3NV9l48wZCQ5NvMGdA+qCGLElBLk2w73kxrSkcQFEeJ3mfZkRSknsUN9Mf/w3JtAovHNhEFyYxKcWpJ/v3C03qaHwVmo3AMOYxhL8JDEnezVGEp1TnIi7EzpYAiMKEEcyhBA8ZxD8AGKFCrcoggTAZEEl61e/du5cmTZpgamrK3r17E6zbMr7enAFpA/lgO401M/fTnEX8zK9Mpkri1eOGrGdXQn2PEhqXt5Nhg2jGfipyTf88MkoUW1pDrpouj9ZSqYh5m45jKs04oP1cizOcpTYDWYJCrS9mnyji6u3/9RezGMVRGtKP5XSWh5J/aajVNOUgEka8xwmn/hq3tX//Tb82RUNOuMmu2UfvddElpoq4STl7hc5Q4wfWY0E4eXmJM+/ZSHcsCWUMM3UbODqK/zt3CkGrGPD2M2EdPcmKH0VM0zj0xt1d9MIHDRIs1ZeGPDc1CS7MXxQXLkBQEB5hDpymLqepy2WqsJ1O0Eysribj79Vq+PFHcRrRUY5phRnG46miPMcEpiCXQmvaVET57NqlK3MoFrezyTsvYy5SXfs5Hx544kyZGz6MsU2bdqcViime4MYJ8rg4kpvzqDCmSl5bws9e4S056TqoJUOGmBIVBUuXlgBKcJdSgvCLvn3j6byfOiU0vwYMgOaasiHWa3gc4MRGumtdv6NRjxNkIoRyziLa384Oipe3RLEFTM1NqB9+iNPUoTV7QBKZBSte1GMDo2h3ypKhscewCaL/zPysJoS+fuu0BmRnLny9kY3z5gmCNho1S/lTuGtFxu1KWiquPOLxBuXZSFdejfmHYsVsWO5dXq9unTqp0+ZUgZERrxF5wEV5RIv6Cf+Gy5aJZ1CnTglWS1P89pvOC69y5YTrpiWGa7zvunVLuivr94zNm2HoULH8rXfLu3YV8/CurrBkCXw6dJnae8/oKiSR2bPUn6fAmNhjtIkyjeAJTMHZMXEL9l69BGl//76ItK5fP2NNghgQPxQKcR+ZmOh3H/59WpJt6AK4dtKBdzjHS3gB2hsxD6+5R2lwzge80K03MsKBD3TRROunlGxs1kz8jRkjPn8tSRBKjRxVSGjKM6CGMZfblOWYcq92JD6T0WymKwCZCcKPbKgxxvi/XUgvXghxy5YtM27mVTogSZdM69at8fLywt7entYJ5F8oFAqDScwXxr23WdnGZArynJ5p/N0ba1JrVXzGFFoMg5ho3AnKzwGaY0MAKO/r6mQ0MiGtILfDlI+OVCp+ZB2XqMpsRtKUQ9pVw5mDFaEcoRERmGNJGEQls/ceV6/x3TseUIJTuOmRmukClYpy3ESFMeZksBAE+bUpu/ecrIPoxgby8pIKefPEsSF0O9OXdvyMEWpMidISur7Y0YO1mCEj1ExNdceKthONgSxWSvqyXFwDaR3tN2mSyPmdNctANsohSdpp6/aO9ThEKa5EE40aDByo5yWkTSlMKcqXFylUe/boO/LGhShMicIslh6oQiGIxhYthM54ixbxE5+hEfrPfk+cAbjzNjtdu0K/fsRy3M6oGB/2K5GYc3m+ijDWkYs3VAx6zHucqccJotRt+Ptv/W1Kcw9JrqAbT+e9enWhOVetGrRc+h/7aAkxgsiX0p88vOIPfseBD/zFr5QqrEuRsrCAX3+FrquWkvv9JbqzUaxQClbYIzgH56iFq+/TZJ/76r2CXVsR0YM/mMg+WjBoWVlIplZsRkG3biKNMDrT7Nw9W851FMv+/uDhIQhFF5e4ty9fXmg6Pp2zF2NUVOUSbYeI5+jH8Myx6mYUTFydl8kIEsQfWzBJWKC+Xz/xl56oWRPmzxfLMcmYLwUTE6Fx+ulT/Kn1BuijgmZ+pGnT9G1HWkOlEhOAKpWIcixRAu7ndMR3bzYuUB0VxjQKMSJzwooFgOjKf/wIV1bfRz1mHCV4wDDm8g4XJjGJ4jzCEZ3bRjgWSSIoOneGqlUF4QjombkZkPHRqRP4+Ynfz0ZzHdXJ9xrTO9dZSV9tvU9kTRLZqEWMmbUbqrJUQCdU/NO9x3xOUOLKlUIa5pdfPmMnXxCOeOKFU7LTqIewgL8ZwmhmMB/hhnXh3V2tFcyvTNHWrc9xvT6+Nr3n0CFo3Phzmv9NIUmx4Gq1GntNvK9arY73z0A0fnnc98zGFH6lF2u56Z6Et99nYIjxYm5RlhHMSflOZASjR4QzbpygBXuxV3xkOHNowiGe+efgVyYzmxEZi0xIS8hH9/JZU7WaVfThISX0iEZPHJnHcKbwKwDb6MRYpnP9UaZUaU4zDpCbVzykeOKV0xIqFdepSE3O0Y/lPCEdRZ5iIh6ysaz9ezbwA5OZmCDxZ0k45kQSRGb8yEoEZuyiLTU5x0KGsIP2/Mgqdig6JtoU56xhTORP6nGCi0GlPuu0EkV6z9bJycaM5EYte7Yd9KnEY4riwlu9KvLowdTAzZvi/8mTidd15RZvyKmnsQiiv2plJVKyb9wQURPx+e44OCoYqEkbiYnNm78ukfpIBFEYGm6MhBGvycO2ByXYyv+4QuUEI/0WMwhXbjLrSNyu8Q0bilSjLl0QRGMcuEtpHlGMK1RhL634jcn6ukCzRHRk0fcnGSwfImgiqrta7mIn7ehV/23MXSeKEgUEKXXdqBLGqHDjJA0af915eDXiCeqvVUtEKOXMCVevxl3HxASGDBGapf9jK3l5xbFLQgKjfqZLzGUYPVjLlCniPskomLxJp59dhctfRS5l27YibT08HEqWTL92vHwpUmW/JlOr9ES1akIiLg41kG8Kb9+Cg4PgDK5cEQFKpVrkpTiP6MJmOrATL5+kh3Zlzw5ulUJowDHy8pL5DGMHHbV964UMpbGmb3+TcknqX4WG6ohGgKJF469rQMbDxInQvDmcPq0r61n+HivoRyi6GRjnuIhGG9k4P6acUQyysZKPfrCIZ5YiKWrv+PFiAvXyZXGthSbPbyXd0Ilt9GQNWa2TxyP8zRAAZjKGX5hHf5ZSKItOwspS5gYvJxrf1+mi28nlyyls9beJdHZ/MOBzUchO51iVXF2C5GKcNAVXbrOZLolXjg+yAfkfqgmcwo39tKCA8UuK8IRgrHkbkpUp/Cr0TTISmZCWkE/xR3c2wsNjpca/xYXrlGcMQkCjFmewIIJ/acc8hvPoTTJVouOIbPQmBxeozmvycEGWMpku0JB1h2jCv7THhwxgfqJSCUvGeNKo9ZaTEGXYh5Vkw49l9KcfK+jDKkLIxGAWsYYf6Ri5MfE2SRKnqUMr9vL7x58Sr/85yEhkY2pqR3p5fV5UqKwHdkGqSgC2/MZk7UBizcKgVNc0tNNkOycltXONugdTmMBL8uqV//WXCFT96y9YvlyQAVu3xr2PLFnQ215uVAVfl2bjdrOu9GU5cyf4YmwsnoOdq75mPkP5H1soXESBtbVIeQoNhQolhYbiYRrxDhdu48o7/8Qnd2pUijsieyrjqcspmiGi2nPxRoxMNejcWVf3OQU5QkPuUFpMcqhUlHiyi3bsomz+5NvDXtj0kicUprz6GksYyEzG4O3zdXcH4zNIuHtXtyw3so+J27fhKiIzwIIwzKwEoVC5gophzKc5+wkIiFc2N13QqZZO7+0YDXjkYZGOrUk6atRIf5LP1DT9Iiu/VuTM+e0b6shTRG/fFtH+0SjKY2pxBqtMyesDWdWtjCXh/MlEbZk1OrbQFEGG9Gc5zzwSJzLLlBFO6keOiPf2zz8nqzkGpDOKFBETYNnlwxljYzzIq+eJkIU43u1OTrplTV/4Fblx4wRtPfXjFouZCg3HIjzmn3/gt4kp67tPmwYXL4rIxl274lRyypCYzzDW8CO57ROO+I+JYcwFoAV7mcdwljIQZ8tP2vX3KMUFqvGSPNTUSMFtpCtOZjIH8a9g4u9LIkWZ92fOnGH27Nk8evQIhUJBsWLFGDVqFDVr1kx8YwNSFRWc33OKOoRiRSmHuOxDUw+2igAc8MKKz5jWkJGN0Q/S/LhjrQqgP2KE+8riB4YzBzv8vs/IRiMjEas+YgRs28ZJ6hKGJf8wiIM009vMjZM0Yz9HaURb/qVE1nfCacLYOEXGAQDXqcAiRO+ll9F6SE8PDg1x9zt/EEgW8sv1SNILVauKXmi06BPok15KJcOZwzMK8ceLKMrFsYvV9KI3qzFGqe1oDmUhLfkPCQVmRFKRaxygOc5Gnon/Bmo19nhTmcsUM3WHtCSJMxLZmFrR9CdOCOGjdu2ELmZKILOT7q9YQX2OUIPz/MhqjFBj1N0vddoqg69v4nWicUhqzH+0xJVbxBUEplAI7cZq1fS9j2LtB10eXRt204jDHKExI0d+XVkjb1QuXKQahSUjlErNNb3+OUXXDSQAG07UUxAYqLvcfYIFM3GdCvRiDbU5Q55aPYCyCR7n3BVzJAkWLtSlH4VjjjmRuHKb/bSgQ4EbLHb/ieJ+EtGG3pUrQ//+UOe/YezzqkBjjgAgKdeL/M9oJMSgxQMbWwU2PANgAEvxM8qBg8PQZO8nI8HCQqTonjunX165srimM2VKOJLO0REK8oxiPGIvraCJIKBfDF1Aq4PTue/nAjNFYImbWxqeSDKwddYbllUuShUu85hiePtFUiy9G2WAAV8xnJ3FnKNCARtjzPNepBqWhEOupEv6BMr4ol20ZQBLeEQxbcBAY46wit7Y8xFAX6YjHrRoITQat24VjtcGfF04cEBEVkdPFgNgbIwXjtxE6HTk5A0mcWh86gWIaMYdwVhzCjeyh+n3Ma87t0J69QozIjEemPK+8pUrwkiwQwd4+hQKFUrxrr4YIjAjF28wQs3ToCdkCQgQmgYFCya67VxGMJcRAKykN2epRZeXn4ju3hbgBVepxD8MYgBLORudYK2ur9vJ1yJs+YWQ7G9j48aN9OrVi7Zt2zJkyBAkSeLixYvUq1ePtWvX0qXLZ0S9GZB8qNXU0Wj2YFo/4bqfifam/2GtCtCbkUs2ZGTjQoayEDHACaAEzdmHKVHYKAL4icVkIgQivxNBHUtLLlOZcUxjXtRcyo4QDzq6daMesaM7y3OdvqygKQeZxB8AdGYr5TLbQO7cYvr53bvEiaE4IhsDyaJd7istT/k5pQLCQtQ04BxGqDlKQyzSW7dRkrRWnuojxxjPNCpwnfYy0mv7vWLMQ4QlDQqIW+z7FYLNUWFCFzazgR/IzkfW0pN8eODCO25Sjp/5G2e7KJ0hRTwvyksPbWjNHgrxjIV2k4AfUuNs48a3SDZGW+19jvGQLLKxiVIXDvE/NnOJqiw4akGrxDPi0wyVFVc4IdXlCfGn0ixYIAI8V6yIe33MuZ835OIgTVFv/xfj9m3S/dJIMiSJD6rsPKAknj6y91lEBB9wwJ+sGBvrX+pz58KEPh9o6neQQjynEM/BuU2SDqdQiEiGXkUvYvb4Lv1YTjDWDGMeNbiAKk9+JHcjFLIe2fnzwtAji11J/UkWpRJCQnhCYbyxJ1+QDcn1t7jxyIpd/EUhngn9IQsrcPm6ycY3b2ITjSBS0Rs0SHz7bdvEu68e+loAXpF23NeM4YYNgyopdsdLA1SsyIsOY3m8Q1CM+fN9484dBhiQxpA/88uW1S3PKrQcy2eaCKlkRC1llkm+FsCdH1hPNS4B0ITDjGcKtynLWnpQi7PkzJd4+mX04Q1O6l8nonkoeVd25IG6zGE0INJ027KLj2Qnh7bzr4EkiT93d+0Ed07esoXOmDo5AvO1VS1MlEA4R2nA29VCizQlqFRJ/AHUq5eyfXxpqDDmI0L+z0jxWAg2h4TAkydQOGlyXBLQl5UAOL07pCUbr2WqQ5cQYbrjiBcFcOc49SnhZURrNAKqhshGPSQ7b2bKlCnMnDmTbdu2MWTIEIYOHcq2bduYPn06kydPTos2GpAQ5Gl/aZxy7CHlYy4jWP85REY8b8dF/t3YTwuy4ctuz6oU4AW9WPNdRTaOYxqnqctYv1HxVlvMIPyx4ToVeU5BPS0vR7zEiMvHBzw99adU40McZGMtTVg4wEmpDuk5fImKlLhADc5RKx1bIYOMUNob2ZgZjKUDO/VIr7AI3WO1pGOMjoIGndHlqR6lIdeowEncUCARgC1BZCEXb2jEUUpZues2jMcGUqmEMKyEwPi3rp2bFmRjapjqxBCy2UA3bPBnK//jFXmZPCP188+8vcUtnxQNnTLcJZjMnE3gXlIoxCUW36vEL0ZwZl5ecYPymFiYfD1EI0BUFEaoqMxlyroquHNHpNsG5cjPJrpyiMbkzaurvmqVSC83M1FRjlu6FUk46cePhVZgmTJg37IqyxjAenqwi3YcoBke5GX+qPd4euo7KjdoIAxi6llfYQJTeIsLvtiJa3XKFOYwglqcY+2ZfMk+/ScvzZnKBNbQSxR8LSJMCeDVq7jLnz9P2vYfPoA3DnjhqFd+9Kj4nyuXIJwzSlQjgK+fgmNFBgNgRQi5XNIzDcEAA74tlCwpgqHGjAGvMg15pzFES5LFvQYKBcwf50UJ7lOEJ3qTGYv4ictU4SDNMCWKfLzE1DpxfYFffxV/mVJHot2AL4yLF0VWSmWZn6dSEuTUCGYThhULGUpr9qBAoh/LdBUlScx6FSok7MgBGwLpzDba2eg7BXmrszOLkTTiKL17p75meEaGhYMtCk1K2KNXVrrMoyQInH/Anjfk1Au8MVboxhp9wxZol1uyl4tU41emsNNb1rc2RDbqIdlk44sXL2jRokWs8pYtW+Lh4ZEqjTIg6Vh21RUFElkI4INf2oqpVDC9w3im0EnjnJsSvPE2xxFPCvOEcMzxIRueOBKhEjemEWqMJBUWhGGCMn6yUakUsd3fChlpZUV9jpOPF7hZymY2JYlwzAnFkihMGMQSbAhkH82ZzSj20oq19OAmrlTgOkp5sLI81S4+yMmryEjYvBlnPOnINnLzCitCKcU9FEi0I0Z66f790LNnmg5ULU2i+Je2zGE4HuQjhHhscr8UZKmyeS0/UJWLdGC7IL1GjoTBg2ld4B6PKMpL8pDLNu4Ux2I8Zg/CPjg/L6jADUpxn8wE8YTCPKcAgWThA/aEm8QQI/v4UbAfMoXwigX88CAvx6mf9m7U8RCeXwzyCYsMSja+ISePKUogOjFvI+PUZ+McHEQgc1IcZp0VnnRnPU1kRlMxce2aiGyML93U1BQcZO6ZAJW4xszdX0FejRxhYUxnHFeowg8DM1G2rCADJ19woxkHWVFnk56mXLSQ+x1vZ7qznocU4yBNeGqSuIFWsWJiUDFqFDx7rn8NTGcc+fEgT5PidOigP3icO1focTV+vRxLwnHhPXZ8gr59YcUK7PGmME/IkSX54S0VXZUMYy4t2EcEZqi+Afnu8HhkmZ4m0aw7WvNxOuPoz1IteZk1q0jRTkp05JfGiRMw5i8ROtWEQ+kfdW6AAd8YHjwQiQ9zduYlJ+9w5SYffZJ3nw3tFcRaevKcgoTJ+rA/8Q9jmMH/2MxZanGRqkkSM33yRLwb4stAMCBjI0cOkUIt56N+a3Kdl+Shv4xYvKiRQ1qBrIP3/LlIQYkLMUjwCX7DGc0s7eft2z+/7V8L3hrlRtL0a9QRMp4gCRMFLrwjN2+wJUBbViyLxqzH05M7ap0xYHc2MJx5tGIPdW1u6nZiIBv1kOweZq5cuTgRh+XkiRMnyJUrV6o0yoCkQ6UZIweRhYsvHBOu/Jk4qaqNOwVw4V2K9+ETYMoHHHlGYX7mb3LggzOe1DY6iy92zGEErhaPCMeSK1SOn0z87TeRzzRoUIrbkqFgbc0EpvKCAow2lrl9q9WYE4kl4Xr6HS3RpWnW4TR/MhErwlj1UhbjHhkpQmViRhxLkrCcnTlTnzj65x/o2hWAcUzjNXnoywoeIJiHXTHMIGjRAtatgylTPu/cE4CpkYq27GY9P1CcR1ykmv55fGnICL7Spo8owhNy8JFgr2CYMwcWL8bmxkmK8oQ8vE6QDCvBA6YyjktUQ4HESepSAHcacxhn3tOYwzjygV/8Jupv6OYGffrAn39qiyxMVbwlJ+3ZSS/f2al+2npIZ7JRCg1DiTFhWCApU4lsTGr4U0Lw1Jk19GQtU5nAn/yGmyaSoXPn1CcCRo4UfZpx4xKvW/i/WczPPJFxa+JPo/7tN+GSePZs3Ovt7OAUdfmbwRSzfq0tNzL5ysiqsDDtYt68uuvZxFRBpkxg7pRNr3qHDrrlhxRnKQNoxkHWv4jHAjkOnDuXcGTBxYv6t1bMR8cchlOTswQiyKW/+I0nFKV/S0+Si0KFhC7RSOZgTTAmqHiX8td6hkB83c+kkoRy2eTl9NdG8Q4dKi6XVas+r31pAbkxaYSpNVHWWdOvMQYY8A3CKsb89m1ckz03eeh8ZipynX9pry3rwVoAGnKMzASxjAG0ZC8BYYlrrefNC//7X9KM4Qz4OpAtcySOeOGPrbasGxsAEe34CVvmMxRPySHWtsFk4jKVuR2hr9h7LFRfu72ZvuT/Nw2PSBcATIiizDHZmEhONr59C4MHC/Y+Gu/eoZIF7WylE/9jM+0dNBotjRvTBtGRa8oBXmsksZbRn952u3X7MaRR6yHZ1OuIESMYMmQIt2/fplq1aigUCs6fP8/atWtZEB/bbkCaoWepm+w9ZMojipHZ/w3MmyeIJFvbVD/WOVVV9tKE+hxPvHI8cDLVpZWel9kUKJRKynETFcZsj5oEaISS48vnmz5d/F+5Mm2m9yZNEtFOMkInTWEST0SirFfzkGLso4WeQ3QNzpGH1xhpwsXVUbIR6pkzOoXr334T0aAKhRj1rl0ryovIiIdjxwDYTzNas0fsDyN20J7pjKWB4gQwJnbbHz5M7tkmHZrzz0IgtnzSnicgRuNfevZIRjaGhUqs1aQhzgiRKYlfvMhL8hBIFnKHmMq6Djq4k5/HFGUpA7Rlw5nLK43TrwJJKxS9zL8TSzUakEiSNnWCXbsEYQygVhOADVepjDoqjW0+05lsVIeGY4oQxv746Wzq+JO/efP5+xig+y2tCCUzgZTgAYV4RgWTO1SoMDyBjVOGWbME158UL6iB2+uyPuglMz9CfEINDx8Kp0HZZR4LvzCfozTCMkxE1PVjGf1bFQOSpoOTIWBkhNS0mXi+HDrEuXMiMq56dTGQMzERny005r4tW4qU9WujtmO3bi5nqUV5xQ1y5S6f6KGOHRMRaNFzY76+uuDcNuyiBufZUHYumTOL779ECbFu6VIhy9S4MRTgOSMRk1C7aEtP1ukO0LQpyYamIywBSkRGxNfuMlu4MOzeDW3aQPnyYo4tMFBfdy0hTJwouk8Avw4LxtlZhDp6ecHlyyIapXoa+m6lBI0aiTZduAD7oxrz5HnCJjgGGGBA8lCxopjfjc6+PNxzC1mz/i9Z+3jgHtslPhIzLlCN6lykqt1TlvuBL9n5FAg2dnHsRAY3t4wl52BAKsDYmCM0ohV7AchCABv4gQ0a2bIsBBBEFtbQizsaU7ogrPHHlscUpSHHyO3hiVxN5Lccy3jw3pYO7KCqdOkLn1D6Yl2IIPbrcgoLj0e6FXKysXNn8fLcsAECNFGMy5bhx988pDiZCSIvL6nOBSJuOWAJcPcuu2hHAFnwx5anFMYOP2FoGyojgg2RjfqQUoBdu3ZJ1atXl+zs7CQ7OzupevXq0p49e1KyqzRHQECABEgBAQHp3ZS0wdix0XKxur8WLdLkUHtsfpCmME66QsWU72TgQG07/6OFtJiB0jMKSJEmltrme1drJflgJ/lhKx2ksdSJLdLf/KS/Hysr3fmmNj590u3bxyf19x8Xxo6VGnNQsiZQ+jdrb+3x1RDr55X/jWWqVJtTUiUuS+9xlCJdK+lWzp6tW46IkKT8+SWpcmVJ2rNHWz43xxQpK77SEOZLUvPmkgTSMvpqN3uPo24fZmb6bY4ur107zb6W8LNXpDPUlM5TTXu8O5SSPHGQpPDwNDtuvLh4UduOsMKltV/Bk4kb9doXXb612744dzOc2XH+npeoLHVnnTSfIdIm/ie5ckMaZr9BVyF/ft1yoULa/b1avE8ay1SpM5ulczbN0vY76NYt7e69pGDFCskIpbg+N59KnX3Kf4TU2Ifs7yPZpE9ZcktKZeo0NaXo1Us0adq0+OtcvixJ+/dLkpdX/HV+YK2UlxfaU+zNCkk6ezb1G5wOiIrS/XS+vnFUmDVLV8HKKkXHWLtWkkxM1FImgqRwzCQJJDc3scvNm2PXDyKTNIw52sP6YatrQ69eKWqD2vujpMRIisRECiCz5ONaX1KpUrSrbwbRv72VlSRFRurK//tPlFeunH5tSwglS+ouh0eP0rs1Bhjw7SEyUjwfUgqfe++lXLyKs4vQgzVSN+tdUn2OSv9jk+TtnXrtNuDrwYXRe6TqnNNeFx3ZqnehRC9mJkBbtpR+YljAcyk/z6Ua1jf1d9q+ffr21dMRel36EiV0H9as0VWysIj9/cg2DMNcyslrCSRpWKal2vVqkH7ndwkkqT9LdNsULKhbXrHiS55uuiA5/FqKqNc2bdrQpk3SXBgNSGPEFc+/b1/sslSAwkjBBKayl5Yk7pcWD2R6a/JU4BNKN5qzj2pc5GZwYXbQnMpcIYjMbKMzxqgYLN9PWs4ayPPXvpTdm0rFYZoAsORTJ9oicrYkYqdeTmUcZblNBObk5jXTETmUloRhGiELSVIqdcs3b8KLF+JPVh6szsQn7AjDUnstNeKIdv1bcuIUrdEWn9ZFUoxoUggfPyNqcxYToojCjOcUoAx3AZBU6WBqINNs3P9Up1MXcfGGdvmEUzfQZDaaGcl+Axnss0RAjK+tGfupzBWqcpkN/IA3OejCFshdAbw1leKJKnzyzprpjKM0d6hhdDH555VUqNW6aNl0gq8v9GEl2fHBIbNr2h5s0yZYsgR27AAnp4Tr9u6tl2vpTn4O0YSfWQSB8Pi5fiDxl0bdusJs+/bt+OvIBcvjgkoF4WUq8/KOzpSkJufApETqNDKdIUnQqpV4RMYlnfXENzuhlCUvL8kaz72dEI4fFzK3oECJNX/wO1M73qFJRciTBwoUiL1NcR7yhtwMYy6t+I+s+AMwlmncOd6c0afEb5sc3LhnRkVU5OQNb8gNt46nQFTn24KJCSxeDP7+4i9HDlF+UyPDdOVKerUsfiiVukB3gKJF068tBhjwrcLUFMaPF1Hqw4eLFObkIJutSjxn48A6ekIw/MNABrIUcnT5/AYb8NXh8MNcXKAcg1jMA0pwiapspCsKJFx4RzUucJ0KbEF38V1FWES/oIAYK5aoDPLR+eLFYG3NrEyTeD8MfvoJChb8wieWTjAjgkhEJ+59pkI480CsyKIzfcHUNH6xZyAAG94i9FmMJB3Xsps2/MEkAJ5SmDX05CcW0/TtSXYS29PEgM/sXgYHBxMYGKj3Z8CXxZV3LkxjLPtJezEGEyNxsymTn32vRViImre44Ie+ttBx6rOfFnhjz6NAF1bRh1PUpTJXGMASqhIjBDwtUzkTEs5KK0RE0J+lADihr8HVlY2YILQrD9CUcUynCYdZzY+UR4yEurMeK0L1yVE52eglM3WQ6WAOstnEI4oyiUlasjE3Oi02CQUr6c10xuAh5Y277WklSh8RgVFEGEV5RFEeAwhSFLDBP21+m7dvBSMQExcuiJxVmdbbJ801nA0f8mf9pC0vaORBW/5lHr/QpkTc7gRjrP5miSyFGmA/LVAA7dlBR7ZhqvnN4xUIkn3vDlnC+B+bhUlAQoJCAQGflzK8dWviddIYHz+ZsJz+LGEgRlIa35/duonffsSIxOva6ec+3aasIBo1SO801agoMS8g48uTDYUCtt/RZzSeUYh7LzN/Zuu+PGrUECm29+4JYtHUVBjkZM8uUlNjOn0GB0PJGd0oxy320DrJjqTjx4t012PHhOqHHNMYj2L7NsqXFwPYEnFwttHSEf9jC7XRiWlepRKH35Tkw4dknLQGxqai7SoMukJyzJwJEybAjRu6bkA06SjX7cwouHtXt9yrV/q1wwADvmVERoqJuuvXYfNm/a51UvAp2FSr3SzHLnRBOw6k4EFuwDeDMrn96cpGKnGVj+TgDbnpzka6sYlGHOEYDQjHgmYc1G7TGdEfL8NtURBDJ/D0Q3uKXlrD6MV5mD8fDh7ku8FHUxfMEUTic2Ve3Qp5R1y+HBWlnVEcySyy4cNsRlKfY7hxgtlWOu38dujEt0/hxjp6EIYVEUrZ9/+luIOvBMlmjTw8PBg8eDCnT58mXMYIS5KEQqFAZfiCvyjOvs7HeIYAsI/mNOdAmh2rlNkT7lFSQ4b5pmgfJ94UpgVrADhGfbbRCSUmFOQ5/VlKNS6SxcwJc8JxpwBRmLKUgRTngX5kY1qSjfKeRFq7Xd+9C4sXc/+xCa/JTXmuM0BDOgIYIbGR7jjhyWxG0YyD2mjHrOgIrg38QC7eUNv/AQ1xj30e79/rlmXn9CQ8D2P5mSI8YYVauE1fpRINOcJRGrGDDszWKLxNjxiriamJgSQOupOFqChwccHJ15dHwBTG04O1lOMmxXhIMR6BMg1Ea6JdBo4cEYzDixdQqpRgJkBvxNmSvZTgATYEkEmtE2ZuYXGMFtG/oWpqnIdxj8zFK42wMMAtyhKOObtoS1t20Zmt/MlE/LBjSNhxPLHkIcUpF/GBCnjE2l/pXJ9YzE/cpBwXIyvIbXT04egoZvLevgUXl4S/C0kSrnfFi0PDhqLsUgzSX60WBLelZcL7SkXYGAczhAWYEwGqVNAJTIrau5ysjw+y++13JrGDDhThMR3Zzq/8hUneePRnvxDatROX9Of8VEZGsHChiKZSf/Thzu4XTOFXCj59RanUa+oXwd27EBQkfrZoaWB3dxGcWq1abNMdDw9QapJBfmQNq0L68+thoamYEKZNE/+zZhXajSCiY+bO1dWJ1t96+FC4V8vxqOEvGB09REe2c4barOZH2rKb8UylZ0NPKlfumuxzL1VawUeyE4UpE/kDU6L4VTKYGZcpA69eQZMmwlze0lJE+06eHPt3yQiQd4MyooGNAQZ8C3jzRudqv3+/6PIkJ7nqkZ8DJ9E39rDnA404wkWq8nfWifT6tIZz1GReKrbbgK8H7Sq/pd0/PQAox00iMKci1wGhWf+RHNynJA58oAIik6qEJlrvDmUJJDNZYlyU3bqhNX6rUiU6q+I7gCRxKKoexqiowTmyo/OK0CMB5WTjkCFCKBuYw0gAZjNKl12o0gVIuXKTW5TTfj5DHe5TAnu1L/1YxlMKM/vFRyqk/pl9tUg22dhV41a7evVqHBwcUHzvvdN0RqlsOhLpPc5peqw+n2ZxlFqs4weNZG3yITcwaSAzmjlAUwrgThiWFOU9EVjwkOKYEYkdvtgQIKLKokfK8ZGNx4/DjBkifLxwCokIOUmX1mnU5cqBSsUGpnMIIfRfLWYUJ1CJq5ThNmW4wyOKMpQF2OPNLEayh9ZcoAZTmYAydCEN2RL7PGROuXKyMSDKinPUIhQrUG0DoAubeYHI5/uHQZTlFrdxRUE833laPAPc3UW+rAaHacx5arIe8TJ+RHFQ+cS39efj8GH45Rd49AgOHdKVP3igXXTAG4fo/OYQWYqM3NQoHiKrV+B8zlGNX5lMMR6hwphAstCVzQD8j61M4g8ArryqyxVKiw3fy1Lr5feAWs09SlGfExQJf6KJA40D0RNE589Dp04JfAEIRfRhw/SPZWrKDEYzlhmi+NwZYYk4dqyOVUljOFn6k5tP+GOLl48Jjp+7Q/k9Hh9xnpTnQFQUm+hCGJZs4X88ozAHaUITDmv2/bkN/TycPQunT4uU29xxZ3QlCS9fiseJi6WCa5o0nsL5k59SnN7Yu1fcqkWKiGgVEMYiU6bE/f1kjWH0e0FVJUlRhRcuiIjGmTOFl4uPT+yoSWtryJ8/7svP0iSKlzhxhEZEYEE4wmygPicgV17Il3yy0cTChOz44oUDk5mIAjW/GbpyXJZloEWbA1WoIP4yIvLmFdfWmDHCfGj6dH2HagMMMODzEXOCLrkqTlmyiHfLDZ3aDivpwyWqMpAl5IgMJRAb5jOM0Z6JK7YY8A3CyIhLVGE7HSnNXXqxlqM04DkFqck58vMCNcZU5SIXNSahdvhpN2/BPkq6f2KxbJe1a4u+TcOGIn7iu0F4OJOYRCiZ+ItfKW4iS5WWj4vlZONSXZDPKGYyi9GU15C9gB5JuZ4feI8zr8nNAJZSjxMU5Dnm6kiuUZHbuOIbuCcNTuzrRbLJxrt373Ljxg2KpKf4lAFaNM79kHPUwBMnynMj8Q0+A5ZG4WQiWKR3qtUpimhrmfUcB2hKJGZM5E/uUZpanKEA7pTlNuFYcj2yPf1ZijkRFMCd61QgG74Q6pE42dizp5jKad5cNxWZXMijGZObL5FcaB5g3thri97hjDEq9tGCTmzjMUWxw4+iPGY9PbSEG8BE/qQql9hPc4LITGVJJiwlb7s8d1JGhgVHmePGCaHTqCHGoolGgL6sYCJ/8pii2JiEQnS4vhwpiWwcOVJEW27aFDdZGcMOdyBLaMleRjNLV5iWUdShoYJoBP3U4RjX3VEaEIANdfwjyBFdGBnJHIZzjYr0ex5FXPGX55Qi9vAvftOWZecjVbmIJSJVuyJXuUYlAlTWibdXrSYzQZTkHvkUr4BEns+ydPB4ce5c7DJTUx4hC/EZOlT8nz79i5GNREYyj2G8IydtfY+mLtn4Gb38D4GWdGMTAL/xJ5kIoQhPxMp69T6nhamCM2dENJ2xsXg8fs5+btyADo1FR60pB6hWIX8qtfLLoU4d3XK0Bpe3NyxfLtKqu3XTr58zJyz//R1v/ljFZERKTc2aiR+nWjXxB9C3L7RoIQaeRXjME4qyqNxqfrrxY/w7MDJiBX2JwILGHKIF+4jChBx8JGKVOe9nxSZCE4Um3cqCcH5ikWYC46dk7uTbg7dm7qhgwa8jyjNbNvjxR+jTR4yV/vgjvVtkgAHfHpydxTtz/37R3Y1LzzchlCwp3pvBHX/E8eBqQF+zPlStm1hPy6QtAzIwjI25S2nmM4zW7KYXa2nAcW1QjlojeZKDj9pN9tJSu3yW2vj4v9Tb5dKlIhMl5uTmN49373isGacMYSF3InRj5njJRhlmMoaZjAHgMI3YS0uqR1yn6xqRlVmSBygxoRFHceYdR9Clt0xnLIFkoYxj/VQ+qa8bySYbK1asyJs3bwxkY0aBWk0NLnyRQy3M8RfLXjXiDbkE0ZMSkikykqacBqA1/+mtasAxIjHDRv2JP/idTIQwktksYwB/MJGJ8odEfG/k6Jjx16/jXp8UyI+TlBTLlEDSz1nrzFbWIkSXTlOHE9RjDT/iQ3bGo0/i2OGLH9mYw3BMUGp//xCssFLKiFI5aRoe98zO2bCKnKQe1bgYi7zryDbmIyLbqnEJlLHbDSR9VLZ1K+zcCWvXwpw5omzUKHj8WBB7f/yh25fm931NLvqyAlv82UZnKnCdHqzjTybGm6KcKojvhSS7Hh5QnEYcBeCsXx8t2TgrsD+jNVGJ9Xz3xUk2xgUfcvCcglTiKo54spP2eGOPvVMmnr40ZQ29WOcyAd7F3vbIXSe6cZQKXGevURsgkfT/yCSk9MY1cjU1pT/LCMCGktxPUFw5rSBFRNKDdQRgQzarXJ+/Q/k5xHctJ+EaDw3XPQ/7sZycvCMCM35hHqbPXfgrIvmDlNRE1qyQOfPnD2a6dxfRkd3rBjL/cFGhFWt6PfENvwIEBoo02vg65327hRH1x2Qt2Zjc37NvX/F/wQJ4gtC+HHzzR/or44+WmfuhKzNphxEqanCezAQjAQHYAvDpU/LJxk9BJiziV4xRsYifDTm4GvTsKSJRZ89O75YkHX664JYvqWZhgAHfFbp0EWTjkCEp275YMXjzZnWc696FZeP6dfE+yZEjzioGfONYfLwIgzXmL6/JzUa6UpdTuCCyFxcwhBAy0Y/l2m1OU0e73JM1NC/8HpigLcv89Ulppw7Cw2nKAQ7STHgQREaygCGcoTbbIsLRjugSEVJ3J782M0mpXE3XH8WkcBMOcgtXHPCiDHd4SiEO0IycvOUhxVFiQl0pjSXYvjIkm2xcuXIlAwYM4N27d5QsWRLTGD9W6dKlU61xBiQBaUWGxQFPtQNTmUBePBitVOpuVC8vEerSpEniBGQ8kYLDmcMRGjGOaWwOaMrvnKA/SzFBSSaCxYA2KWRjND5HR1B+nLSIntu7V4QjyFx9o0krgPn8Qj6NLl8UsR+GvmQHYC09KMALbbkRalAqUWLMJ7KSLUqly9yUEyoyErJMxBXaYie0PzTlSxhABOb8wPrYbZf/7toDJ/G7jg4fcpU5CIeHi14ciFj/aG1EzfceSBaO0ogcmnTlgjznDbnpzzJ6qrxJM8jJJRkLoFSCIx/JyVsayn6zzFG6Ed8nlXjDG6GiqkvSSe/zVCcTIXjhSCA2OPBBEMnmRajBE35kDZjm1W0guwfCI43wIQf+2IpnwogR4p48dizuF2pyw3YkCbZvB3d3qnKZ3bTVHDhPwtulAY48y89U+lGJK+TO+ix5G3t6ivTxAQN0111EBPcpwSnqUijElzgl+JLwfeU0/8gzChKBOTl5x1lq0pjDhGEFr+Cv5LU01WFqKjQKfT5TfWDiREHK9WtpgnO0mdVXxnKoVOIxbGUlgk6jb/FcueDOHeGjFCfMzTFFiRUhhJIpxZK+S5bof04oLW+1T0uUmHICN9w4hTc59Ixd3r8XKdjJgb8/TGQyABGY879s1TEYGYt5MBCmPi1bJlg1w0D++o1O/TbAAANSF507i65rgQKJ140Lcc3v5uElr8gLCL3Y5KZnG/DtQG4ucpPydGcjndnCdjpSjxMcpZF2/SWqMIYZFOS5tmws0ynioi8d9vo13LwJDg5QtWran0OGgVLJJrqSFX9OUI+z/qX5hQUAHLp1kpbRgY7xkI1+ZEVCQRA6traFYr92+SLVCMSGpxSiEM/ZTgeGM486nOI6FQgmMz1DlmpG6gZACsjGjx8/4u7uTi+Z9Z1CoTAYxKQTpl5vyAQWU4krbKMTeXmVZsdyMvNlKPNFSvOTdiJNuUMHKFpUjM7WrYMfElZzPONXilHMoTBP+ZufsSCcSMwIIRORmKPGCIVKEKjGqBjOXAKwEdGUySEbjT/DZTOtycZWrcT/Jk30ipfRj1HMogLXqcZFcvKWepxgJLNpyV5OoB+WfT2G/KwFEagwwpwI1Bjj9WmUTpJaTjbKej2d2EZRHmOCEjR6mgNYJlYaGYEazIggCjPmMJzhUVHaB7QahSA1k0vsftIZ2+h9v/JyzW+Qk7espzvBWPMWF61emQrjtE2jlp+T7FoK9lfiS3Z8yc5PLKY2p2nJXsp67NbWGaz4h3ZsIQcfyZ0t7vvhd6PJTFaP16ZGjCq0h+rPLgJwDpGbmZkgEa2qUpMY1eVW5B33KYEF4YJsjHafOHRIN2r+nImJgwdFbzsm0iGyMTJC3PtGqJN/DYweLdLDz50ToQarVkGXLkzmN7bTCT4RtzJpEshGU1U4BTXmTF448JrcgmgERuTZgalp+trZFiokTGI+V3/O1lbcHpIENTnLHcqw8zI0bJcqzfwiCAmBthq+PCxMN8gzN4eE5ktfeFryhMacpRblHD1R5H0ff+UE8MMPwvU4SXUHWPFhzBweUIJ9tNBGm0cjJdELNjbQj2Uspz9/8jt/tjak78nx4kXidTIKbGxEe42NDWSFAQakFfz8RIyAiYnQP04Oov34PnyASpXEO2ZixAQsNyxjOf3w/GkKy5YpyJPn8yRODPh60aPeW86tf8EejUN5Q46wVRPpeIyG2nphWGh1/f012Q2i3DLWC2DqVFimGc59V+93lQpbAijNHe5ShvBII7qwiQ84UMJRNs6Mh2x04R3hiAn0k9TFGBW1pIva9RvpRiRmmBNBER7zlCJ0ZgsluY81wbwlJyrl9/SFJ45kh3/9+OOPuLq6cunSJV68eIGHh4fefwO+LMKjBFlxlcqsJgHdp1TA1qBmBJGZxhwWU3ydOsG//+rCQA4k7oR9Nzg/16jEJrpRl1NYEYYtAZThDq/JxXDm0t9kNeaEs5of+URWNtKd3bTRi8i7oqpAea5zhlpxH+hzyEZ5uMoXihz1x4aBLCEQGxYwlO5sZC4jqM5FrAijECKCq5DVWwA8yEsFrlOMh9p9KJDox3IRBYqQPXyPEwFk0dfoi4zEh2yEYskjilGT83Rmq1a7bjK/UoL7KNQqjFEShRkAo5ilR8T+jy1kx5ebIcmUVDAz0y3Lv1/5b6b5DWwJoDsb2UtLcvGWJQzkAE15TsEvRzZaWWkXrX1fkpM3gHCMO01dhjMPCfiELeGY4xT5ivLcJDdv4r1+bCR/8vOCClxjJb2ZWvMQnjhSknv0ZhUluY8TXlgTwrGQaoxlGtYEMfHTL+ylBUV4zNVwHSuS2TwScyLoywrasVN3IPnvLv++YpJn587FdpqWQ+ac8JI8zGE46/ghadqPqYzGjrfxwoH/aCWuxy1bhPNJUiDPOSxXThhJ9ewpSNpo3L0LrVvDvXu6sqREgsqeGzU4T3c2sphBPKEwswuvSBPT9uSgTRuhYvDTZ0rzHTkiLpdItQnnqUkQWcAsHfPDUwCVSugoli2bvFToLfusacoh6nCaXaGJ2FAngJEjk1531CiYwBROUVePaMyGD0Mzr6ZMmeQf384OllXfwEp6J3/jbxg3bgiNq2jDoK8BRkaQL58wNfoadCYNMOBrhK+v6CLFJWWdGKKiRIQZiOSKa9cgl9kH7PBjHNMoWkzB4MFCz/e7IoUM0CKbrYrV/IgnjoRhwREaU4szAEzgLzbSlQI8xwpdn3sguhSJjmzneZiL3j4fx+sU+Y1DqaQiV7lLGTbRharSRTbRjeM0oICdjGyUj0Xlm8vi8Opymlqc0xs/tWA/7diFORE8pQgK1GyhCxOYSihW3MaVm28MeghyJHse9NWrV+zdu5eCBQumRXsMSCaGlTjKu1sf2EVbbPFP02MdCK7NWSrQmMNUjHZpOnFCVyEJPd1KlroB/B3KapczE0RXNuGNPcsjfiECCxSoyclb5jCcLASCUjdCa67cjQ85qMOZuCORMnIadRyYxzBtlJsP2VlJH+YwgoEsYTrj6M8y8vOCcJfSdH22kc0IB9JblMUTJ9bSk+10wht7urGRzASR/d4pcvCSPLziWehg7bF8AkzJgQ92+HKG2hTiKS6800Y8RqfXgRAl3kQXxpjNp0Zbe2Grp8F5RMrzhaBSlEvOycp7U/LvWj4rFyM/0QQlpkQyj+HMYzgr6U3vlOYwJhey0CETVGQmCEAvxD4Ya+wQL7FlUj8mMYkddKBEqJls7lGHjVIXnlOIbmygIUc54PUbT7DhASWxIoRIdC/BET7juK8xfNkU0pqXZOUpRdgV3FDjBQyo1YRixSnccMBLdyD5PSn/ruXl/v5QS0PaR0aKaMWYL2HZbzaRP9mg8aPvEf7lSSYzVRiNOcxdSnN81UTqXtJod6rV+ud19arIi5WbvsT1jHr2jE8I0bsJ5rPAbYYYWVy5kvB2MeDun42CsqeRMUrKcZPCPANNqtS3gObNhVn8xIkiSSSzeQTV3b4usjFrVqHNl1w45zLWauZ2C1xMSoM55Y8670TUIEaNgjky18klDKAG5zFGRTbnHJDSScYaNeh9YQaNOEKWuxeALy+JkNFQrpz4M8AAAwyQo1AhobnrmAJHOgcHEZfx/Llwjg8NBb8iphTFi4/YU3Obrq5hwuA7hZEREgrUGGllUs7INBkVsr6lBWHk4g3uMjPPZxSm89Vhcv9kxo+HIkW+sxRqAJWKN5r+TAkeYOrnxQ3KocSEyvIxfRyRjc8pQF9W8IQijEeMLQLJzBEa0UEWyPGK3LTjX6wI4RC6LEUX3lGQZ1gZR8Ta9/eMZJONbm5u3Llzx0A2ZhBkNQ1mFX1YRZ/P35mPD2SPX2WgX7Z/aRz6L8Vl0XR6kU1JeEtWNr+tcb6EpfTnIznoyVpceMcYZuCJM9ZRn3hNLhRIrKI3L8gvZnBkZMl/xu24oSpDWW4DcUw1ZuQ06jgQrc3Yj2XY440nTgRigwf5KMBznUO0TKLOnHCy4ct4zWzKO5zxxIkK3MAGfwY+X0IUZrzHGU6e1G73KUjc9n5kYyFDCMOSXqzhY5g1V2imrZeJYJ5RCAc+0KXGB9giI5aB0czkCUWokCWZunlyklB+/chH4JrfIJhMPKYo0xnLPlryE4s4RV3s8BNmQO3bi3zIP/9MXhsSg/waiBH6tJI+hGNBGe7QkzXcpiwTmKJd/y/t8MSZGlxg7t19MZIeAbWaRhzhJuXZSHc20p1MxyIIwZxV/MgNyrOJrmyiC2OZTgnTp/hFWfMeF4ZnWclDP9HbNQv1195z7mOWc4RGdGMDHdihO5acNIzPWf29LBXUxwcKFxZ/csjIRr1JjaQYzaQ2IiNRYYwaY5SXrurKVSrdNXTzJlSuLJaTECoQhiU/sI7qXBREIwgt2mgkYfLiuFdJ3TL1qMdJ1CgIxRJTtXEc6qtfJ7JlE5qNBQpAjx6QN6/5d+N22KuPMTX7V6YvKzAjEmQ6SsmBkZFQHTE3B+tEzOajFREARjETP+woxX0AfizmR4qtXerWhRkzyMk7sDPk3xpggAEGxAeFApYvT7xeXLCwENGMKpVIwQ4NhWyNdVFpjRsLY5gvKMFvQAbD4/dZKKaZVJzNCEage/HL1Pf5j5b8xGKeUZg56KdI2JmH6n1u2FD8fXdQKjlKQyIwpxDP2E5Hemg8CC4+20E097rYuwPL+IfObNUasb4kL0sYRCnuUpbbzGQUY5iJC2/pwE720ZwT1CM3r7lBBWzwF5GPCAmm1fyICSooMC4dTjzjItk9zBYtWjBs2DDu3btHqVKlYhnEtPxaVLW/FcjeTseoz0a6UYHr/Jzc/SxcCEOHiv8/x711Jct7dGM/UxkvUudAn2BMypScjLzTagMCR2hIVS5RjYs8UhZiHV2oxwn205xLVKMF+ygvI0uqKS5RLS6SMRqfQTZKUUr+pR0RmNMuTOJLaK6PZiZFeMJGutGFzeygIyCiHF/IZq9AvIic8KQSV0Wqrgb2eGOCklHMxIxILAmjOA+wJEyPaLIxCqIl/2FFKN7Y85ZchGFJf+/J7JbN0GywHoRTsIZwiRnpdv8+Q1kolrPWgwcPRBr9oEGJj57lpJdc8y+ONOp7lKIal8iPO+4UZC7DmcQkLlOF5lNnYfrggTh2WpKNsuv6PU68ID9OeDKX4ayjJwCmRBFAFoLITG/Z8N9EihICbSVLCr1Azb7/jRETZW8VTO6ASzTkKL/zB//wE9eowGvygF1OCBXp81jnJtBP49YeGaLd/vqM44xmG3U4RUv26XYs773GJBsPHBD5lPJn+IkTIv8+OucnGrL7diFDWcjQeL64tMf1D7mow2kG8Q+1CnnpCPjISB3ZeP58svZpjzcXqM7P6mVxV0iKQYzpBwCceE8FrvOR7MxiFLMYTbazAXymL0uGgTzgMxGJ3m8OT58bUYJHdGcDq+lNPAqfSUJSv7t8+XQagg05SgOOa9dZ57ZL0bEDAsChVUMikCjDbX47nIl2hoxqAwwwwIBUR2QkTJ8ulv/7D2rW1K0bxlyGDh3+3UzYGRA3zj/UvctHMoeRzAEgM4FsoDuSLLaxFXu1dYcxl3b8SwkeYNuwFbDuC7Y6g0KppDT32E8z7lGKK1TWrnrvpxvRe0Zm4x6lqa1JVwfIzWtGMwN7vHlACcYwE0ArtSQfXy3kZwrgznHq0ZmtOPCBh5TAjAjClRMT1dr/npBssnHAgAEA/BnH4N5gEPPlcd6rIDf5mfLc4BaurKeHXrh1kjFUQx4MGRIv2WiisXKXO2HqRfwkYYAfEmlKFDZYEoY5uqio7XRkF+2oyDVuUI6FDMWSMPqxnNLcxZpg/Yi4NHSjVkWqtOHSdW+ux/n5fWHjOmZMiveZGGwJQI0Rx2mgVx4eg+q0MIpkhFrMeA1isd46I9TY8xE7/PDHFjVGPEBEW30kO1eoTB5eUcr0E//RGoAX5OM3JpOLN5yUdESjhAKs7IkKNuFvfsb0bREGRMl4qQED2EdzQsiEW5QK+1GjhBmJh0dsq9WYkJNe8shGOdmoqWNKFLl4jTMi+k6FMdMRM0YTP+5Ju2gxecSejGi6S2m6sxFXblIUIYjSmENU4yLZ8SEKMx5SjOx0x5pgLH0KwmkRhaQlGyMjCUafkB1S/iLlTs5CgUR9juNDdiEdALFIwotUwwtHanJO60buzHtasYeSmognLeTPY/l+PD2hjyYa+qosOjA+h4H4oiLTAZe88/M3/enINgaE6hziiIjQ6WvGo8USH2kYLUvwIiqnnu1SP5ZxgGbM/LBOUyN+ZCaIn1lIW3ZhQyDXqMAsxG9uqsg4319qYtUqEaXRqRPY26d3a9IeL1+CElPW8KOGbEw5li2DM2eE71JCc7SHDolUKBByG9FQtmiD8YLd8WyVMIyMICJC3At3KEv7PiAZyEYDDDDAgFSHQgHDhgmJ6KdPxfN8TNN7HDsYSfni4Qai0QDyOkfSmt1U5BonjBpwUl0XgCCy0Jr/kFBoyatZjGQUs+nGBmpyjhpcoBoXuGCyOv1OICNBM+75k4lcoxKjNIShESpq5X2trVbe4gFunCC7LBTgGhWZiRjrj2QWlblMXl5qzXrkyMUbjtAINUb4kh21JgLVBCUK1bfZ508pkk02qg1x3hkKu1+VYy5N9cqsCBXRScuWCVeA/PlT5ViZFKHcoTQ5+KgrlBNEb97E3igGJn8cwAz6A7CZ//GWnHjhiBojurGBEjygNHdZS0+uUolmHKAXa9lBB3yVT7X72aVuzXyGUJdT/BHXgT4jstFHFoJkPG4UoBHV+vFHkeuQRqjMFRYwhHx48Jii7KADnjjp1QlX60iUaAIuGtMZSxGe8Dc/8x4XSnKfdfQgN69pwT7asAeAZz4TWctkXHhHG3YzmEWYoGSt0SD+YKxWk3BxRG88sWIKv8J9WFtFCOgDoFQyktk8pQhnw0Zgf1YT8n/qVOInKieuQkPjrqMhlitwg9fkYSW9Gcg/tGcnvzAPI9QYBwckfqyUQk5sywg7W/zJRDAfcGA2I+nBOgrzFHONYzeI+y9H9MvL3z/2viMjuUJlFjJES0ZteFiOYZylJmf5k4k44UkRntKL1ayOGo0fWXlNbjJHWjOX4RyjIRvopiUba3KeilzjFq5cogpV0Ri6yL9rpZIhLOA2ZTnhu19H1MoveHl9Z2euvXfGCU9yJoVsjIwU0ZJ16ghRvDRCMYuX9GYlFbkm8nnlx49GfGRjHJBPW3RlEx2j09BtbAgIsOE9LvhG2SS6n/8+VOFvOmFBOAdpyl1KU1zzPFtSejVwLMlt+lrw++9CzaB69e+DbHR2hnocJz+fb4a3YoV4nhYsmDDZmCULZMokHLQPymQuns3YRdEUHjtTJnj1MIQ8xcUot2pFJSnoDhpggAEGGJAIzM2FHMb//gezZ0OZMjB+bAmmHzoEZX7gwgXo2FFIkyTX6dqAbwP1KwZQn7YANLU8S6+Qv7mNKwCFeYI/NtyhDPtowSIGU4VLzGMYlzRJwUpMPk8+7BuCOlLJOnrymtzU5xjt+FdLIGIxTVvPP8yck9QT2X8a/Mzf2uXZjOIfBtKdDdoyLxwIxpps7tfIWmCPtvw+JbAgnGX05xgN2P+sCAZjeR3S1R/z7NmztGjRAmdnZxQKBXv27NFbL0kSkyZNwtnZGUtLS+rUqcODBw/Sp7EZFGVtX8YqK8ITMYU2cqR4e6USWr5eRBnuco2KusJkRhBGqXUPwy5sYTSzmMsIynGTnqwlEjMqcg1zIjiFG96IEWxntuoRIT9IazlHLf7k97gP9Jlp1Dnwxp4POCBT75en/KYyDtCUIzSiBudpwX7qcJqmHMQDQRS7cpP8uDO+5H88oihNOMgT9F2gJzCVDXSnB+v4hXkokDhOA85TQ89d65FPDqbwK0sZQCRmHKIpR2mIXdg7ivIEFw2J+VvQaKbwK7Ya45MnT2QHkySeao4/+UVXvfJEISfy5N+pPAovhvnLURqylIHU5wT3KUlHtmMR7p/4sVIIKVJ2/MhIblOG25ShNHdx5RbvcWEHHQDIhq9WILgKl8iNbuYszojAiAhy8o4ZjEGFEUqMcbQOBuActejDStrxLwBr+JEBgTPIhh+u3Ka1zwqtecwd9G1oPXGiGpeoL0uzjEk2/s0QzlGLgy9k105wsG5Z9ns8oASVuEYu3mqJvAcUR6FJ6FAgoZRHOU+cKPQzG6fcpTcpqJ/5CvU4gT+2PAnJqVshJxvl12Ei16QCuIkrJblHEw7pVpiaMpnfuEE5ujqdjHf7aLhaPcaJ9zyhCLMYzREas4MObKELttePJ7r914ZHjwTRCELH8XtAyZKwnH5cpgp1SMLESgKInrhxcEi43pw5gmiMiYV/pzxJx8gIchfLhLOt2PGkvwxEowEGGGBAWiIgALZvh61bYfAQIxTNm9God07OnBHS2SlxujbgG4FsLF3W4jH9EAKhdTnJBapTjYvU4QxzGEkEFtjhhxWh1OMEZ6lJbl7zxy2DjB2I/tKPrOEDjuyiLZWRZW/5+YnZ3S1bKKJ4Sm9W0ogjHKEh45iq9U+IxiCWMJLZ2s8OeFOAF1hY6vpfBXlGCR5SgBe8Ig+3ccXDP+0CLr5GpCvZGBISQpkyZVi0aFGc62fOnMncuXNZtGgR165dw9HRkQYNGhAUFPSFW5px0T3PWR5QnDX05A8mspy+1OMEjB2b6seKTs/WS9NOJtk4O8uf7KcZazRadwAd2UZZbvMzf9Oef3lACTqynV6sxhEv1tKDBQzVI6BqIFK2y3JLb//PKcBtyuAnZRUkQwrS+p0UXnjjwAcc9UeCaSAR8CuTceEtzTnAcOZxFuEKvICh/MEkAK5Tns10wZ2CNHW5S3EecZgmbKQ7+TQRNlNNJtKblVgSxjTGc5Cm1NRoWj6lCPU4gRsnqM8xbI1ENNhdynCWWtTjOH/ISNufWEQfVlDf8gI9WcM1KnK0/kwOyXgYJIlfNa7VRXyTaesaFcUp6rCLNvpp1LLvV4pScpdSGgcxYzqwg0maNh6nAQHYiFTg1IRaTSv2YE44219X0ZVHRtKCfbhym0cUowQPqMxlljKQxhxhEYN5jzPZ8MEJT9bzA0V4TDUusC/ELfZxNKTYOnpgjJqanOPgcx35V4HreqTXhSid3oiFIkJLJvrH8Lk2J4L8uJMPD12h/Jr19+c/WrKP5tTJITN5kkeXRugc1HyjhC6rESrtvbdWdt8C+GHHe5wIJhOsFwLMemnZaYHISJYwkLHM4K66hK5cTlDLIx6TEI3vym3uUZq9tNIVKhSsoC+zGMX7yPiNs6LRzfYAJXjAXlpRmjtM5A8eUYzObGGGJoL1W0L0o9/WFvJ8R0bGoTbO3KM0Dyn+WfupXVskHVSunHC9EiXiLl+yBFZ/RtbU0aPw3l9ENjo7p3w/BhhggAEGJI4sWcRcbLVqIh4ExHPY3ByGD4fdKVPFMOBbgLExS+nPTyzioqI69zUSWKdww5dsPNL0N6pykTuUZiFDyMlbMhHKaeqwkw6cel8koSN8NwgMUtCUA7RiD5kJRgJuUI7DNOL9rI2wbx906UKWKF9a8R8NOMYZajOdcdTmDEdoyEOK0YVNACxjAINlEY8A3v4i6MOccJ6hM9QcwFLW0JP6zg8xQId0nc5u0qQJTZo0iXOdJEnMnz+fCRMm0LatCC1et24dDg4ObN68mf79+8e5XUREBBGyAXOgfND5LWLlSoqPfU5xV1dCscQPO0yJSny7FOBUzu7Mfd6CW7jSlIMYo9YnG5OQrq1QKWnGQQB6xhCyLc8NsuGLKVFMYQLmROCEJ75kpxJXKSaL0jqM/LrRkZ8jmc1/tGZZ2AT61asnchKCgsDSMuknKlfud3ODLVvEcmqQjTGirELIxHtcsCaI+hzHgnDW0FOr6deTNVRAhMCU4TbLFHu0247Ot4PsHlcZzSzGK/9EQsFJ6rKV/2FKFA580NY1Qs0J6gMQmqWHtnwmo7lHaQaziJX0pi8rtete2Ncjn4eI6CqY5ynIRK2RJEYym/4sE3qaScAH7HlIcepEKXHTRAW98ppH7ugKajWsWQPZs/PsnRVluAtATc5SmSvMYjRVuYQnThTnIRKkrgCvSqUlmx4E5GQPrQjAhga+5rwlFwDPKMRSBgLQiMMcpRETmMpqeuGDSLGvxRlt1OetqNO0iHmciAgWM4jBGs3NS1TTW72NzuTHnV20IRhrsvKJMCwJx4KWdle5+CE//VimJdwBdtKOkcymLqdYw4+6nckjG+fOlYkbO+rK5YSv7NlZSiOwbEoURIp0/lwyQ6KZjGIj3RjBXDqzhS3S8Pi/29SAUilCAyIjacIhCuBOHl7pr4/GbN1MJCqVLtI5KSZWMhyiCQ8oSd+o20lqnyu3UGPEWKbTgOOsoSfb6EwgWaKTOL4Z5Msn9KeSkbH+TSCvuSfHqYcJSpAJiycXp08nrV7PnnD7NmzeDB8/6q+7cEGoe6QEjTRG2oUKiYhNAwwwwAAD0g6VKqGdtD99Wpct1KED5M4d72YGfAfYfzkbA1kKQGRkdlbSSbvODj8m8TumRDGeaTyhMAdoxieEqUwFrrOQn3Eu6woUSo/mZyi42IZwgPbaz+OYxgxEANYGutFNQyKu9G/PAvoyjqmU5Ta9WUljDtNQI3m0iW78xa/kx4M19GIRP2NKJEpMoTi48BZ7vPHEkf00xxt7VBiTm9cUy/Luy594BkaGzZ3x8PDAy8uLhjLfdnNzc2rXrs3FixfjJRunTZvGH3/EqeL3bcLaGpwEEbCDDvRkHY05xKEYOo6pgUi1CROYCsAYZmBMJBgZ8Q5nrlCZ1txLPFQ2HsKuNys5QDOmM5Y19GIVfZjCeGFUgojaStSkQpKwxR9HPMlsHKbTD5w0CWbMSPwET5yAy0LrrhGHeY8z27yW6eJXUoNsjHEOg/iHzmwlN6+5SDXaa9Jno7GWXtrlcCyonN1d+52sz7mCHh6z9OrX4iyfsEWFMSYo2UQXTFDqaVJYqEO5QiVMULKOHjjhiSNeeuYDUxlHVjNZ7l5MRkGSsCEQG5JO5v+PLZzCjXMfftOWqcN05BYeHtCvHwD+I7Zpi89RixBEBE5Djmkf9m9x0aZ8pwqUSixQEo4ldW1u4qbRuOxz9hLluc4NKrCXlkzmN5qznyM0ZhhzOUdN7PBjGmMJwIZKXOUleanMFS2pqofISMagfz3+1fEuv24vrf38ggJkJkirs6mFKjtNeEoTDusVB5GZV+TVyg6MZwo3KM/+iFe6pIAPOvJZTirqkY2yNOplwV3ZSVORzhElCOUh/M0Q2QzfTEaJr+5LvErMzUGtZqz5XBbRlxHMoRLXdOvlkY0VKwrbR0j0vv2APd3YSBYC+VfWQUGhoDGHMSeCIJVV/DvYuRNmzYInT3S6MEAIVvzIGgB6sA7S4JmcnjAzE0TV9wQfH6jtd4goiCVjkZYICYG8eWOTjVWqxFk9WXj2LPE6BhhggAEGpB4aN9aRjYlJaRjw7SM8SteHPhhaR29dZa7wmKKYaQKJblKOoSykCpdYxgDW0oPs+NCu0N0v2eSMC804+39s5hoVtU7SIHT3o5GHV1TmMrl5zX+0YjNdY5ls2uHHn/yGORGoUQiiUYO7lMaOT5yjBv1YoS2vxBV6Kpel0cl9nUjXNOqE4OXlBYBDjKewg4ODdl1cGDduHAEBAdq/N0kwLfmaMXo0WOWz5wfWcVwTuRZE5jQ5ljkR9GYl/TWzLwAYGVGQ57RjF2uD28e/sQYbQ9rQln+ZyzC8yYEEKDEmABs+YUckZlpHJyPU+JKdH1nFeKby0Vd3uYZhwXuc8EEmFhYZSQkeEIANZ8Mr6cqTOpqqXx9+/ZXX5OIojbhPKUL84zYKSTGionhGQQ7RmIcUYxSzqMIV9tMca4IxJxwzImgfbVKBiGh04wSZCWLVs1ra8nchtrF2b4JK44zsyx5aU4hnlOMmK+lDLc6wlP4ooiKpyDXKcQs3TtKVTRijojV7MEZJNzYwjunYmodxAjesCUKx5B9275Z9BWo1NThHKe7inq++rgHx6eNJEqEIwsY31Eqr+pfX6DUt2EtVLuL+WvcQz6d8xmp6MYPRLGEAvzCfT9gShgXGiEbouaKnBpRKpjCBCfxFYVNdKnJW02BGMpuF/Ew2fHlICd4j8g7nMZzrVKQVe1nIEGYwlu5s4DV52EFHakgyEZ7odN6ICDrIfl+AuuX8yYofAKWMHrCS3njhyBNZeD4AkZHU5jSFecJtmWZjc/ZzhUrMRUQXTmM8R2nEFXdd+q9UugwVuUoRHuPhl0W3z3jIxrsRRbhBBSbyp74eogyFEPfWW3ImTa8zpQgI0H5/oRHGhGAd+/eXE/nyUC3ZfXvVryC9WK2X1hxIFo7TgF20ozW7UaPgAcVRewtm5yblueAfTy4riLCEq1cZEDoHB7xYQR8+YUsgOlOZZhxIwUlnbCiVYGcHOXPCp0/p3ZovA2NjeKgszDMKfxmCXYPLl+HaNejeHf75R1eeGrdcGnqeGWCAAQYYEAdayRRbTE3jr2fA9wG3KqFcpSKPKUK3bIcwQxcQ4EF+rWzSbcpwEjdy84rm7CcksyPzGM4qeqdTyzMgNH3+d7jgTkFGMpt3OPMJW5rL+uLVpAvcpyQLGKrVwn9GIQ7SBCfek4eXPKUww5nLaGaJbE4NihSBbPihQKIW52jFHqpxgebsIy8v8Qyy/rLnnMGRpN5yclKRs2TJknilZEARI+1NkqRYZXKYm5tjbm6eqm3IyAgIgLAwBRvQpf5GC8umNub798CKUAbxD+boyIdocjBUbZHoPvZHNmA3bdlNW0YwV1s+kH94RFHs8aY/y7hPSSYxiYpcYzsdCSYzUwIPEz0uas5+TlIPkCVRR0aixogwrPRcmylYMFnn6YOOoCnie1G3IpXIxlX0ZgZjyccLrQGMCUoacpRwRLp3JKbMYhQ1OM8dylKC+zygJA8DPqLEGF+yUS2HPolqTRC1OYOR5oF4iCasog9unKA0dzlHLc5RC/8naxnPLkrwgPuU0m4fTCaGMV/7ucLzLdyQ6ZKFh8sGt5LEBWoAsD+oNkOjTUkSIBsbc5iCPMfFTBae8/Il16mAF04ER+oIvhzhb+jFWu3nH1nFD2ygNbvZTRtcuYW93LwnNaBSMZx5YtmoCkFYo8YIy3JdML0tIi3f4sJ1KrCbNuyiDW0RIjs7aYcXTmTnI9mjnag1+9RbNjKCyEjW8CO9nI6wueVWSpWCCo4BLGQI8/mF5uYn6RO2SrvZHUpzjprMYQTtQ3bzgvy8JZce2ZYDHywIpwubUWPEAJYQSBaKZ9fp26qKFOe6xtzpxLti9IleEU8adWa1P4DQLtWQjRJwn5KcxI1CPNPe+yqM00TTVIv3ugjWP/idYcwjS8yoWnlko/wdIWvXy1B71tKL2pxmDDMBsMebCfzFFH7lHDX5lb+Yxngm8BdFeUwjDlPIKvGUCD/s8MaBCMxx4ANRmLGNjuThFZZjhqbsvDMwgoIEyfjp0/eTSp05M+xyHszV9y6coTb1E98kVTB9OnTqBBs2iL9ofE5EzJkzQjfSRiN/q0mQMMAAAwwwII1RtapIqQ4LS7b0vQHfIOzy22LHdQBmlN/B1IO9Wc2P7KYNA1mCH3Z0YAdnqQ1AH1Ywgam8LtCS/reXIqHAK9haLpD03eKWexY68pRgrLlANaIw5Rw16cR2vXrGkWGEYE0ImdhKZyLowS/M10q9AVTiGhvpSlc2a8sK8oyTJwvh4qLb1x7aAILLWMpAij8xic++9rtEkshGW1vbBAk+0JGAqlQacDo6ilvGy8sLJ1kv2NvbO1a04/eMiROheBEVw0eAGmNy4I0VoYlvmAJsCW7BHYrTgn3MYAxeODLL/wERaEjGrIUgkdurhdEBttEuVrkDH5jNSG5SjjmMQEJBBBaEY8E0xqHCGDuL2tr6F6gee+cREfRnGZ3YRha7bGi5iGSGf7jwjnn8ghWhZAmTpZ6mxrUdGUluXlOOG9ykvLZ4GPMYyWyWMJCO7MCMKPLyipHM5jW5ceUWUZiSzb4klo/DRCj3Ed1ua5lc4KyyOteoSCe20ZtVuPCOVfThBfmZxjjma9Kkw6KMkTDSIxpz80pLXn3QpOIGqESE7Ep6U3dAUfL/b5TugJJEUw5wkGZcDi1NolSKWs0khLyBZNWYZxTECDV5A0MoyHMK8QwHiwBd/StX9DaPjmbcQxv20Ia3uGBEKkfSKZUcpAlPKEKdAG9cuawpD6MdOwFYSR9ceMdlqtKOXdTiDIdowk3KAdCVTbjwnmAyEUImLJVhZEFD+KlUYgpbQ+hVt7lP8b/E5Xl8sQPd2QhAaZ7zA+tYj9DWbMNuXiBc5bep2tOBHcxjOGOYwXEa6JqPCfs1CpGRmGKKEsxl2oUyMs7eSEaIxkM27ta8PAF2v3SlLXtjfWUvyEcIVpgRCVGymTyVSsgSVKwIWVPBlcFguI8AAMvkSURBVO36de1iVvwZzCL20YKFDNFpv8ojG+W9d9l9WzqzB9MYq6f1aIISO/yYxy/k5SVDWQDAceqzia7U4wQ5HYtCIlf5XIYThiVTmECUZpa0JPcxJwI/lQ3fWgCZra0I6rSygkyZ0rs1XwYmJuBs4cd0FrGVznIrpjRFs2ZC7ytaGQTEu18eHZNc1KolSOLnzxNXKDHAAAMMMCD1YGEhUqkNMACAXLkIatQedUAQViVdMT14kL6spC8rOUBTivFYW7URhynDHcYzBZPAPJTmAj/xD292nOfgygSO8Z0gJFTBcwpRiKdU45LW1NaGABrLBs6lVLdwJz+WhLGGXlrPgvJcJwcftd4QAdjwAXsO0Rh3CjCYxTRtCv8wkPPUoDu6GeCsfMKJ92R6cAXyjxL28xUqfMGzz5hIEtl4St7D/ULIly8fjo6OHDt2DFdXVwAiIyM5c+YMM5Kiv/edwMUFhg4zYuiIz5sai8SUS1SlKpeIL0ilr/UWPP3MyYeHVkuw81sfkqMt35XNdGUNEZgxk9EEYMNoZpKFQBpwjFuUww87dtABf2yZxzCy8ol5DENhoUuN3kVb7lGK2pyBaFIoIoLf+QMvHJkYslQjnYsYISYDDnjzi4ZwIESm1fa5ZGNAAERFYY83bdlFBa6zHKE9GqAJkY/ClFAsicQMS8L4hQX4kZW1/2fvrMPjNrY+/K7ZMcUQh5nRDjMzMzMzp8EmDTdJw9QwMzMzcxxmThwwQ8ze8/2htXY3dpqm3+1te6v3efaxNJoZjUbSenV0zvnRAWtiKenwzixnxHpaIeio7OxDRGAku6nPIGZRieMcpwpdCOUlmXEliONUwgI93qkdGf+8LaAYizLzUjlUknGSCmqewZPZ+pD23mHS8RZ7zy/UdPV6erAIdwIoF3HGfNuTJ8oXbN++ivyeYe4qcJIwnNgYOo+cBrXlo77dOGdQnrE1COEAhPg8pxbn+EhK5tKPEfzMQnqRmwfEYq3k8PxPEx/PPPpyiJrMCppKwYQ3WTEx7DAYyFuznpJcpCQXGcIMzlCespxVDcduBFKCi1xGSaY2lKlqYmL1+jEY/dq+n8ZGgwVqzSDjXZfX/jlpI29Tg0MMZRqp+KAaG0fws/oyIcEAC/CEbJynNB1YaebdanrNWsVHq/k+cTYa7qPvP6Mtm4nFmo3hxxNeHVCPPSynC1bEcj0wU6LpysM9NtCK96SmMdupGGuiQr1gAfTvD15eirrF/5cJE8xWI7EnDGdCcGEhPYnBhr5RsaqvZ0i0HaeoB0B9k9Dw4FgHAnEjLe/wwI8AEy9mL3zwoSBVOUoILtgTSVaeEYQbD8Lak+sbQ0zHO5ITzAdSM4VhDHBYxsLP7RjELFoeusOGX77RwT8MnU65zf9tOFhEUpxLpOY9kPm/tt/Klc2NjatWwf8nPbWvrzE7gse3xdY1NDQ0NP5DvHun5GxMkQLy5/92fY3/bd5/tCDNYSW90paM20lPcQJwxxsfNcQXYDPNaMQOAMWh4DnM5RJOhJrl5v83UyC1H+cplUgstyaH2EJTmhqcR6YzhL3UpRcL1bpfal4E4oo7gfRmIbFYcTR9J3gDt24pUaQ9TdPKAZMZxWRGgR54ATRsCP/j6fx+D7/LClO+fPlvV/oDhIeH8/TpU3X9xYsX+Pj44ObmRoYMGRgwYACTJ08me/bsZM+encmTJ5MsWTJatWr1p4znH4vB6/Q+uZlHX9Lgy2gmflcX/ZnDInrSi4UGjdzE9HZcg2ugD9MZopa9NOR+E0BE97sFYmyJMRvjAWqShec0YgcvycQ1ilCEa6yhPVbEKl55Ju4XtThILYPBSiUmhoPU5Ak56BNponT9B2IUzlCWYJJTMuIiKRI8Rf8/xsYzZ5SYtfr12UhbdtCYvsxVN9dlDwOYzQJ6q0pZNkQzgdHUYw+DmYkLwbSyHWLWbYJr90lpRAV2UoZz9GIBOXjMIaoThnJ+LNCbiJWUph67icFG8Ugz0IBdZp5yWRw+kgHD/flFnKR/rAs7aERXllLWRBUZUPLlxcTA69ew2JAkV6/HB29CSE50jNFLOiooks4sU4yrYvxHeYZyXDB4r9bmABU4yUkq8ZTsLKeTwaNtFVn+qG/R06cwbx4MGQLpFaVp4uLUN1k28RHq27BdL6eozRob/skvojs7aEgb1pl5qH4kJZEYlc+FxOG88THxpMSPgBDjE37etMGU4jz+eDAsaBjxWLKdRrwhsURhGI6UJyMOGAV8jlGFXvxKI7bTgdV0ZAVXKcrMB3dQJbZMw4yjo1lOJzz5RPWD+9lqCAcPDT/JbIYRiBtdWUpTtpKPu7y2q8QkwwuG0YwnJ49ozQZasoFNtCQ7T6gYe97Y/8iRyt9bt752Br6PqlXV3Kt7qEsOHrOL+jwkl/pioFvkaRJeDbwNcaIBu/HAj/q7tkKvXgD4hGbhF/rQkB1mhkYAJ4MHqgMROBju+WREEI0tNvookkSvN1sdyjQ6sIrsPMHWWs9u/h+uZxp/S15EpWYQM6nJQSDsm/X/U4wcqfyrf/4cli9Xvl7/P5h+pf9bwuA1NDQ0/g4sXqy8Q23fXnlxpPHv5s4d4/LoExV4ZHBw6MJSGrKTANywJxJ7orhEceqwD4BeLKAda+jCMuzTZQHu/QWj/3vhbB1JKS5ymnJsphlraEs7g/fhW9Kp9R6Si8uUoAnb0GNBZ5bR4wvjoalTRzyWzHzTDIBKlcDyhPL7/z65qcUBXpEJW6LoylLm0U9p9Pbtn3mo/xj+UIbzs2fPsnjxYp4/f87WrVtJmzYta9euJXPmzJQpU+Z393Pt2jUqVqyorg8apIgbtG/fnlWrVjF06FAiIyPp1asXQUFBFC9enCNHjuDk9OcIoPwTOXUKnj2D4uTlA6lYRE/yc/u7jY2XKQ7AJd1vyFuKEIk90djRhaW8IiPeTs9Uo0znT1v5TQ9uEaLiLLFECV00DcxfSC/2U4fynOYAtdhOEyYxkrH8hC9peEEmUkfoSTIrpF6vGBQ/fqQZx9hIS+5GZDH4y/HdRsII7CmP4q03jz6cogKBuHEsTv/HFZWGGjwDd++mGilJTjBN2KZ+IfVhPul5o3rQAcRgyzCm0YwtVOAkUdgRE2/JZ5IRjiNz8ixh8v0GAByPLUcFdlKUa9wnD6/JQD+DMXMpXYjCjnOUJhtPSRUby24aJBpiOMYwWEEHjpW4Rx5OUYFsz7NT3aTu5thGrKIjq+hIFLbGHJ4iRneZcyZGSL0eZ0IJITlnA/Nyg4LEY0muqFd48ohwHImKqqKeX2trMH0p5YIxxHohvbhBYdLgyysy4kYgJgHev48yZRR15qtX4YIhL2dcHHZEEoU9tSwOgyHs+1pAJmqxn7OUxZpYUuBHat5Tj72cpjxvSK/mblxIbzbTjOJcxpNP2JuooCUYy6OjJJGhyzI2Cit0PCYnqWyDyB110zz3own7qY0FespxBiti0WPBJEZRhaMU4DY3KKh6Hgd/fqj8s3v7lviYePzxxIo4YsMd6cJy3AjgIiXVvh3iQxlhuG7OU5oLlGYpXejCKXPDqYHiXGYTLTlOZfrHGo3nfP6cqC4A69bB8OGwa9f3hRbYGw24y+nMHuqzhK5m14XpywhX2wiKcwl3AsyS0eVK9prWrKMAt6nKUc5RBj0WbKIl5yjLacpRigvEYo0FesbxE9MYymLfuiTpT+9vPEd7qcNHUlKJE2TgDVh5qOkefql6BNDcF/4XqPdWUWhpziY2/Rf3q9MpBsfYWCV0vWrVb7f5LVxd4fFjReRdyxmmoaGh8d+jtCETVGDgXzsOjb8HHh6KAStTJgi/7s8jP0X8dJkhmNoHL7xQ1Kb1WBCAB1l5ykBmkZwQnAkhJK7Yb+zhX4ThmX8CozlOFdbRmksU5y3pKIBRsbs/c3hHWh6SCx+8uU4RGhqe5S5QkkjsKcYV4h2c4XM4xTBGb23dCmvc23KcyuTgMa/IBEA0dkk+K/3b+W5j4/bt22nbti2tW7fmxo0bRBtyfIWFhTF58mQOHDjwjR6MVKhQAfmNfHo6nY6xY8cyduzY7x3mv4Zly2D9esBErr3Ml55mvwPVOyuZAxCeZJ3wODuuUpQTVGIfdajECep7PAaDAq6ZKEtSxMdThWOqsMgiupMCP+6QnzCcaMR2MvGSOuzjDvm5TQHGMJ567GEJ3bnwYqdqFjlOJRbQmyJcY2REBDg6Qv/+ZCEvz8nKAX11eib4aH6nsfGs0UzJfmqr3m7vP10j7dcafYsQo1EkJR95RE7m0o/qHOIJ2SnNeWKw4WeGY0s0XVlKR1ayjaZk5iXFuMwVijPn8UemsIRkRFLS/bHap4NlFHPoRwr8WEI3LlCagtygDnvJzAvymbztOu7flatUQNCxjzqcpwwN2Mk8+gJKzkqAHQHl+YmG3CU/Da8+MTM26jJmgGfKcijO2BBDKM44xjmhZugzfYLV6ynOZd6QAdELBfFRyqOgDed5Qg7O+i4i4VVFjdh9Zl/YB6jJEH6hHGdozHZKcpEH5GauIY/edxsbPxpycV43hm4TH08ILsRjiW2sIx1ZwSVKUN7lFhMwejc+IgdvScdzMlOE6xThOoKOfNzhHvnwwJ+MKG5HIThzjjI4Ek55w3VoZxHDA3Ix0GUlh0KUK9rdOpQ+LKc+u6lTw4rtuywZzQR6sIiWbCISO96SDkviaWkwcVTkBPGGr/CLlOQI1bhDfk5ifIFTIcNzSN8UgE/NB5AG5bjn+k8CIBpbVeUuIy8JCFVC9D3wU6+Driyj9ecsJv6aRsqiqG0n5Kz8Jm2V8H3atIGHD3+7rikRxjy05ThDMiLIxlOKcYWaHMSGGJJZGkV13oY44UoQuXgIDkYjX6zekvW04Q63uIU3PVnEEapynMr44UkFTpORl7wiE0W5QnM285icvI9+lvS4PhlFiqYzhDOUZwMtWUgvLCLtycBrnpMVXRpNfeN/jXJdvxVY/+dgbQ1z53673rewtITs2f///WhoaGhofB/VqyuBH1my/NUj0fg7UKiQkuYcwGf4TTrcGkBuHtCdxQTgjh1RXKMw7VmNL2kYzXjasxrLAf1gtpKz/U8VafwH4RtgyzmaEoQrFThJEK64E0AhbmBNHG9JS0o+koPHnKQSJ6nEFIZRjjNsogWTGalG1hXlCistB5CBO1zH6CDh5gbtWaOuX6Eo0dhykZLspzYr6EgnVv7Xj/3vyncbGydOnMiiRYto164dmzYZ3+uXKlWK8ePH/0cHp/FtChaEK1fUCEPAaABQETFXZ00gPl4xz5c1Gtd+K79hEb8DPMKo7HyMqgyOqM9oxrOY7uSyfPLVtgDExhJrkm+wB4vV5QHMoh1r+EhKqnCMbTRhMy2oxhGSEUEyPqOPM36RVuUoggU7acTIuGCl8OpVsmJHK9ZTkJvG/X4R6vgtTP0Xq3JUzY/hYtfhu/oxIzhYXfxIStXgCorR9RA18MeDlmxUDVVbaUZmnvOSzLgRSCre42gZwXEqMYbxlLh8g1S85wOpEZ0FA5hDIa7TnM3k4y7dWcxJKjIlIWeggY0BVVlm6DtBDXsXDZnOELLyXK33y6um3CU3VsRSMqsfkF0RE9m5k5rO18DghdmbBfjjwUkq0fvVfOYbjJbcNRrA0euZwWDGM4ZULuYCTzl4jA0x2MnX842coRwzGMIMhlCfXeykIYvo8Xtn/+skM8nJGReHDbFALERbsoLOytAdK3Gf3FgST3aeMJNBLKE7lTnGOH6iNIpn5CkqAOZemCeopHo9SvwHACwknlw8YneeEUQfPoWVFYTMicCZUMpwjhyu+XhABc5QnjOUZy91OUAtQkhORl6Slac8IxsnqaTu5xhViMdSffN5g4I4E4qnTXPj4d00xmmEx9gyl75YEk8WnrOGttgTyf0AxYCSnjespj1bUUIGnoelIJC0uBNAWt7RmeX4kYIfmcgAZuHGd76ej4n5dh1TTIyNg5nJJYpzlaJYoFe9kE09G9+HOXKImoohNSZALbfSxWNBvOqNDVCNo3wkJdl4iiXxPCEHAK/JQDO2UIwrpPR0B5M8LiomoemlOY8vabhMceYwAD6DtZUe4mBdXHOGJm6t8Q9kyxbo0gUOffCm1189GA0NDQ2NfyQFCvzVI9D4O+KdOQRvDgFwmBocojqL6KGKfAJk4TlZeI6+Yja2np/KlquZWVJkCd3+qkH/jbj2KgXN2UIJLnKSStgTQV/m85KM+JKGUlykNOc4SUWaswk7oqjPbrbTmFkG56kErlIMX4t0pOGBWta7t/I3jVskvoH2FM4WTNGniojlEapxmgrk465mbDThu42Njx49oly5conKnZ2dCTYxqGj8dxg8GDp3ho6uO1Xp9R00QtDRk1/JyCtuf83YOGMGDBsGuUw8NCwtE9czIKL04clHPqEYjD6F2JIGXz6RkhvReX57sLGxnKQiR6nKeUrzi+Hxuwe/UooLjGE8+6jLMjpTlrPYEIMzoVymuBKOmmGW2lU+7nKHAhThKsRnSRggnnxiHD+RySB6Anz32x4vbjGa8TRkJ5l4iSvBygbb1l9vlBDK/TX8/NTFo1QlO4+Jx5LnZDUzuu6jtmps9CU12XjKNIbSgF1YE4dv+o6kva+8/roQU5qiXMGGGNLbfKQFG9lDPUYxiVZsoBA3WUBvszyMbgRQ2PIWy2jGC7LwE2O5Tx6qcEwN2x3EDOKxpFDyF6QLvssQplO8ZmegFAwcCIsX40ky+pKJefTDAr1q+DqNSX5XNzfjcnw898mDDiFlXATpeIMfKdhPbU5SEU8+UeTwJLMpe0taPuNAWt5RntNspSnPycpuGqADKnOcMYwjDb6g//WPxQJaWiqZunfuhBIlGMhM1tKWURGTGYhyvYVHWpKX+wBEYkc63uJCMMepwnGqcJIKvCE9WXhOEa4xl34cowqefDIKtRjmwPRvnKUtY8Yol06pQA9acJhynOa05Tr6Mo8sPGccY9lKU1UUyJUgpjGUahw1O4xZDMSSeFLwCRsUxXN3As2Upl10oTgRSkku0th6D9k5SzS2WBNLac4TjS2h4klzNpGJl9gSjQ9eWBLPis8dmcngRNMXyQzGMwYHPrOFpqylLdU5TJ+vZn418J2iTabGRoB91GESP9KHeUZjo4nhr6DnW1bRXgmjjumklpdzv0cUdlgRx3lKcYwqxGFFDh6ziRYU5RqDDQrwPzGOH5mINbHMtzDP46JiYuCczCgisVd/EA5yWsrMsK4AbNxsydDhSfag8Q/D1RVCQ+Hly796JBoaGhoaGhr/C8yaBe/fQ5fk7oZX3goXKWlmaKzCUYpwDQsEi4bC9CnV2XrVCmtL0YyNgJttOOU5RR7Dc5szoURhz2WKs9NgJzlPGc5Rhq4spRhXuEEhfkR5Bt1BQ/JyjzOUw5c0LIzqSAZKE44DDu72MF95Vn4XYIj3CrPEII9AbfaTko/kx+DcUbnyf+/A/87Id5IlSxY5evSoiIg4OjrKs2fPRERk9erVkjt37u/t7k8nJCREAAkJCfmrh/Kncoe80oY1orgxijRls7osMTFJN8qYURIquRAkIJLV4vlX9xHlmV7m0kd6sFDte1y6JXKdgvITP8lG526/PUh/f3V/AhKPTqKxVtcHMFMKcl020lxisZTjVBQQycNdpc60aca+8uc39rVggUiXLiJ2dmJJrIDIW9LIdQrKj4yXsG6Dft8kguhBOrJcQGQW/c3GK8eOJd3u9WsRDw+RESPMy2NjRebMEbl1S+1DD6IjXkDkA56ygg5q9/XYJfupKb8wWIYwTby4qW5zx09cCJJXlTuqZW6YzGfHjiKgrtoRIQJygRKynpZylzzGuqlSSTYeC4ico5RavpiuZof7tmEf48rKleocCcge6giIJCdQfEkljdkqGXkhR6hibFOvnnEu/PzUc3Mnc13j9cNoARFPPoiArKGNHKCGHKGKWseZYJlFf1lLa7XsFOXkBBVEn1DwtWv8N861MrHuIsWKiYDEFiqmFg9iumylseynpgQXrKCW5+SBVOOQ7KKe5Oae2XwlXHdWxKjrnVkqd8grD8gp8uqViIgELd0qC+khc7PPFU9PkQ4dRA503iYp+ChVOCJdcp2V/NySFXSQX+kui+gmy+gkC+gpepB75JbWrJURTFJ3vIp2koe7MpQpIiBXKSy7qCfPmw9X6+xNrZxfDz6JpEgh6XklIHKNQuJKgIDIA6/mkuigQH5mmFmRO36yhSbiwScBkZOUl/H8KCDSjUXm7ZOa95w5v+981a5t1udmmkozNkk3FqnFT2bvU6uHDfhRCnFNvLgpUWu3qOU/51ql3C6Ge9z005c5ZgUhOKmrkTm9kh7XxYtmbWbTT4pzUebTSyRrVhk8WNn0ww/fd7gaf18+fRLZvVvkxIm/eiQaGhoaGhoa/3RMHhNlXtvLkpEX4o6fnKasHKGKDGeypOS9gEg1DslPPT8KiFhbi1y5IjJlivK7RENEJk1K9AzTlzkCIqOYoJYlzKcPBeQeuaUzS2UMY83a6U2eqxNsEl8+coZ++CzraCUZeSGefJAdNDD2sWrVXzcPfzLfY1/7bs/G7t27079/f1asWIFOp8PX15eLFy8yZMgQxowZ85+3hmr8LvJxj6FMYx1KTrSEPGxVOAofc0O6dIkbmYgbhBjqP9NnhgMHYNQoRSLNy0utY0s0UxiOr0nmQomN4zlZKMBtalhc/u1BxprL0FsghrBVaMZmLlKSBfRmILNoySZ+ZAIAdgkiGyZeRDgaxUwSfJr16HAliGhssSWa1bRnMd3J8mSLQS7jtxnITHZTnxJcwoZorInlDvkoz2nS4Mu1yA9JC9RMmqTM5c8/w+TJxvKlS6F/f7Oqgo6hTCMWaxwJpxYHOEsZ3AnAk094EMCXlOacGnbtZhXKXuqwiwaU4Rx9WgexbLMjP7mFMIKVVOI4J6hMet6Qh3tEY8tOGqqeeQBERbGONsRgQz6TXJ/DTfISjmIiTslNvFy/CEV/j5KDLhhXYrBhG00Tz4veYAoMCwO9Xs0v+DgyvVqlDOd4TmbiseQN6VTFsPn0VuuE4sJpytOUrWpZBU4DEGvo0yo+3qAq8we4oiT9jblhDDOuzX4qcwKA8b4LqMdu9lCfR+TiEbkYxEzuk5cpDGMN7XiA4tX7MyMowjWek4VWbKAiJ435Mg0eje/8benFryR/EQaOsGMHzLxVhVTrPnAsuir2jyKJxB49FmZerwnk4QHraEs8FpylDFbE8ZGU3CcvhbjBDQpSFMWlf+HzFfQ0tHMX5X53JpSoKKMq20dSEoTihaqPjsUDP4JJTlnOoseCaQzlB36hOoexQE8OHmNJPDbEMpRp+JMCK+JIgy+efFRyx3yL38jVmyQREWylCU6E8TMjeEROttDMzJM2OtJ4jerjRc1DGxf1AFtDebxOGZsl8TgSRjiK2Fh1DpHbJEwCwIYY+jCPC5TicnheU59dxSP80CFFTtKE/sylf4LKvGUOZsxQFrNlQ+N/hBcv4MMHSJHirx6JhoaGhoaGxj8dg/wFAAfupOMVaQCoxQG88WEhvcjCc1bTnjzcZ9yvShb9+/cV3cW4OKiVRKaffyUGW0Ff5nKa8kr6Lj6Qg0dmKZ9y8wAP/HEijJJc5BMpuf2FkKMOGO68EIvQIEIT3BcxD87y89fRhvXq+jWK0JBdiSv+i/nuWRg6dCghISFUrFiRqKgoypUrh62tLUOGDKFPnz5/xhg1voFeD8/IxmMTx+ujVAPgHnnh5vWkjY0mxr/TlOMw1Snq+gxqr1QKGzVSpK5NdtSIHYTgQmvWY0cUmaziyMpp4rHibUwOkvEbxMYyncE8JwsN2Uk+7pIaJY/dJzx5S3qisFPzOtZjD2MYz8+MoCtL6PkaVYYiNk5HBM4Go4GifGuBsJ7WtGY9LdjEcaoA8PHz71MvT3BTz8RLPPBnK015QWaCcCMIN569DSJvUg2/lhPy6tVERRYIg5nBA3LzmBwUxIeUKCITIThjQTx6LOnLXFWpOj1v6MBKfPBm34citGAEddgPwIVkq4iOg3gLZc7W0pZ0vFXzzgFmeTIBiIqiOFcIxBUfvPHHg9w8oCpH2UJzRjKJiYyGq/mYwjDm0Zeuqx4xtlGw2sVzjFmtq3OYh+ROfPxxcdCjByxZAjt30pu3LKAPPhE5zMRf+jKX++RhDMacrwW4zTz6EIoztkSThec48JkiXOUaRdV61sRhTwQR/4HEyJbEM5jpxGFFRl6p5fFxQjvWUIoLCDrS8k51kR/OVIYbdIorcoIF9GETzWnOlsQ7MIzRwSqahuzA0dOFqdcqExEBrplcsMnngt09mBw1AlCMgp9IgSfGEPxQnCjFBSyJpzXrGcY0AJ6TmWJcwZNPHDQIGgGkMGnrjQ9HqEo0thyJLItggTMh6rkoyA3ycJ84rIjHivOUJhYbZjOApXQ1ivqYcIFSpOE9ZTnHCjryiZSqIfq3J/vr6RqSIjDEkm4swRsfPuHJR1IZRHnu4oUPlThBVnej9WfmNSXVRyZeYNu1LRzfA7170zz9BR48EJIRQZjJDweA1hYb2auvS28WcJGS2BFFOI7coDBTA7tSfv58xch45QpMU+adX35hAy25QSFmMZCMvGIzzSnAbawsjYJZOXN+1+Fq/I3ZuhWmT4chQ6BkyW/X19DQ0NDQ0ND4GtmyweHDkCYNHJ7uz0GfNFTkBNcownnKEIILXVlGWt7xkkwU8Y4jUzYrUqWCceOUPkaO1GxbgGpsfEFm7lCAANwZyc+M5GezaiepRCGuU4gbqsPVE7ITgDszGMwrMvILPzDBfTZPQy1owjYA6tdXMtO5uipyDJkz21GFozwkF9U4Qn12855Uin3jO591/mf5o+6Tnz9/lqtXr8rly5clLCzsj3bzp/NvCKOOiEgc+ViMS0aX4Z07k26YRLikpEtnXLazM6s+JdlYGcbPUpLzkpp3so1GordPJmU4I3m5I89tvhEa+eyZpOWN2e5cCBIboqQ8J+UahSQAVwnFUTqxTDz4JLPoL2U5LSCytckmtavqzhcERHTEm43/ADUERPJyRy2+UHfytydRr5c2rJHynJQLlFBDTJuxSe3n3oKTSbft2jXpkFFDaPOXny00UVfrs1PukTvJeg/Iqa5W45CAyOjMa83qdOwoUqiQyPSfQsWTD1KUy1KdgwIiHVgh22koJ6ggToSo4a+tWStOhEh+bpnt8hLFzPpub7tRXR1kOcts22SGq6uFuCYHqS7d+VVW09ZYr2pV47K3tyylszRgh6x37mHWV8K1upu6SV+TINMYIiDSltXih7u8JY0MZIZx2kNDv32OTUlo6O7+1X0G4SK+pJKw9ObnZwUdpCLHZS59zMqnM0i6sUguU1QtO0pl9TqNu/dQ2feyZcr2OnW+OrYaHBAQGc5kuU5B2UctKccpacl6dZelOKcu92O2CEgPFooNUVKKc7KAnmbj80ueTZ3r+uwUJ0IkF/flOBUlPa+kJvtll6cSal2CC3KIamrzl2Qw6+seueUspeUhOdTiixSXAcyUJXT5dhh1vnzfdbruZGugNt1HLblNPgnDwXw/S5ao9ceVVO6B7vxqVudG+QECIml4m+h8p9B9+tqlIEOcTELDSxlTD0iBAmbnBES9v2100WrZ2rXfdbgaf2OmThVxcBAZOPCvHomGhoaGhobG/xR79qg/KA/b1pVNNJPXpJOcVk/U35RH9kWLiEh0tEirViJNm4oEBPzF4/6bsLPxWvHippTjlKynpTpnepBFdDM+moBk4KWAyDEqiR/uUo9diX7/X03fUM5QRkAkW4YodT8J2y0sRPQZM8kDckof5gqItGKdsnHr1r9uIv5k/tQw6gSSJUtGkSJFvl1R40/H1tZ8fTmdyMgrlqKIE3wZvvybWH49dPbXqI68IgMOhPMZR2KwQRcZwVCmUY+9NI9Zy5WBA+HePSUU+8tXLLGxdGADk/hRLUp4m5CB1xymOgepSU9+xZpY/ElBKM50YRk1OEReV6Pn0uFQxaVEMBcFKcM57pIXK+L4mRHEYEMh1xffPu74eNbSDlBCut+QAR16qnOYzbRQ6qTd9e1+TElClEdQwsKz85gn5GA3DcjES+YwgPS8ZgeNKMJ1AC7W/Rn2Ku26spQ67MPb1ZJBLxQBl2kM5fp1uH0bGlSz4BMpcSScKxRX9zeMKUxjmLoegAef8CQMZ+5QAGdCCMUFD/xUhd5wHJS66bzgGfRkIQPSbsOgWwPAIGbixS3isaQu+9S2t/BSQ6HNhHn0erqwnC4sJ97CHV9SY0k8ESTDnQAasZ1Cjk8gXKn+gFwsoge2RJODx1ihvKmKx5Io7MjAa/XcF+cSxJuIHP0/uEgJ7pAfb3woxlWSE0JAVHK6sw5bollBZ16QmZNU4iSVOE9pNtESUFSSE4jFiijs2EM9QLlOY6L02JvOi8m9dvGiUatpSYsWpNnkizUxTGEEUxih1nMjgAX0ojcLuUBptdwP5d7YS11isGU+fRJ5Iu6MqKZeGxU4pQpKAbwmIwCborsDYE8k1TlCY7YRizXz6cN0fsCCeLqzmF8NOrybacYnUmBNLKE405GVpOY9fnjQj7l0YwkVk5ro3/u2b/FiuHaN5JHvjU2J57pVCarFHaE2+1mW8D1nkmZhaKFjNLz4A76GUJQEUlv58SMTzBTDE5jl9BN+oTYMZDYA1sRgTyTVOMIvTuMhzFAxeXJjo/h4cvCYmhygAqfwIwUdDQp0Vrp46jSEGzcgVarfd7gaf38yZIDPn8HH568eiYaGhoaGhsb/FCYpoarZnmZw9BhasBlMMok9emHDuZ+gaFHl9+XMmZAlC0yZkkR//zL8wu25hTf12I0rQWq5DrjzRZj0MaoQjyWWxJOB10SSjFw8oDiXWU0HAGItbMnES7bQlMges8GQSm7jRjh7FmrWhPhhzuTmltqvLYa4eM3VFPgDYdQVK1ZEl5SysYETJ078vwak8f1YWMBa2tCWdQB0ZgWTGcFmWmBHJBNjdnyzj3n04RZetI45ScWEEFIbG7M6XWzWEBDlYHARTk0k9tyiANaGvIuxWMHs2UrlI0cSJ5CIjWUio5nIaN6Rhnn0RY8FfZmHI+EMZBbnKEsd9jGSyRTiBucpTSZeKu7PyX9Qu5qVdjoD3w0x694PDwYwGyfCWERPVqmZGtt9exLj4pjFAG5SkK00A2AjLc3DYb83VFfEbPU9qYjHknrsxZI4ttKEVXRgDgMAeEMGYrFW8xDuCy2rtg0tWAGLmw/IOaQBs1op6lafS1Tmx0EQFAQVCsZRfUoxBjODahxmET3IwgvcCSAjLynEDQpzndw8wBsfSnAJPzxZTXsasBtQzt8VilIcJYfhuVmBTFg+lvRlM+G+EzNj4yc82UIzHAmnLvvU8gqcMpvTBGLiLKjEWSzQsySqP7m5CUBZznCWcpTmHLax4YxgMg58ZjQTzebOl9R0ZCW2ROPnlBUJs8COSEJxVnIExr/99vmIiYHTp6FMmSQ3C7Ce1iygDyOYTDGUMPhwvwg2oCiRd2Y5mXmhhrlvpgVvScd5ylCTA4zjJypxQs0FaIouPk6xULw3GM5M/gkFBSn/tCIi4GbTjjTYNI/2rKYhOwnEXQ2vn8BoKqOokScniAfk5i3p+EhKdlGf5mwmK89Iy7tE+7eLDScN76jOYQYwhy005R55qctedtGAl2SiV9wabpOfZCjqzwm5OFsbvlv0WKqGxky8YCSTacpWxjKWYUxlCd0Zz2j8SMEmWrKJlkiikfD7/wH36AFAOmABvfhAKrLwnJc2efkQl5pA3NhJAwJwp5a/jWpatLOMpYAh1P0KRdUcljeDMmFFHIW4QWWOcQLlXsrJQ7pbbKE/Y8nGU+qyj1hsiE3IRxpnkiIkY0bjsl7PYapziZJ0ZzEuhPAZRypygm1ek3Hbfuz3HafGPwYHB8ifH7Jm/atHoqGhoaGhofE/hYMDVyhKBMnwsniN/gunGlcCefHCjZkzoUMH5f23TvfH09b/r1Er4z2OsAh3AijETTbSggO2DakZfQAXQijDWbLyjDKcxZZo9lObANyJJBk69NwnDzpgFR3Ro8PlTRjhOPCEbGRrGKbup0UL5QMQOcqe5AQRhxUfSMUBavETY6nxxAMt284fMDZ6e3ubrcfGxuLj48Pdu3dp3779f2pcGt9JfXbzmOw0YBf3ycsmgzeeNz6/y7OxH/MAWPO+HTFsUAq/+Ob60XY6FaJ2sZr25OYBFyhNP+Ywk0HEYK16nwGK9WTUKCWhwfz5iuHx6VN1c1p8zTy29lIHZ0KZRx8uU5xVdMCOKNbQnlCcFW85E+NVCXvjG4QEgknOBlrjTAiL6MlHPPHHA/fPTnzTsSg+nkHMUldv4k1GXvGCTDwjK+l4S66v5Wb8HRymGjU4THmDMc6GGJqwnVR8IAwnLNAzjaEspBeluKg0Om1sP+Bpb8LQUaWQSad582Fnp+ivfI6yJBxHzqEYKG/hxXUKk4633MILF0LNxtOY7dwjr9lbn1R8IBB3dT1rNh2pdo1VVvauMmsfggur6UAKPtGDRdRlDx74M8DgFQaYna94vU4VudHHGo22FuhpxXqy8wT/aEeza8KU4UyhGVv4iXGERrgCEIU9sViTjEjlOuveXfnmb9IkyT4YPFi5Flu1SnLzW9KxAMWo5Esa1VtzO43UOmU4D8BBalCcy0xlmHpcB6nFKCYlaWjswErs7umgY0dOUZ52vMLrgl+C4yr58yv2t8BAmLArHzvZyywGEIBHor6iseEeebAlmlR8JBUfGcVEJjOKfsyhF78ylaFspzHdWEIXlgPQVtbQljVqP5towU4akYoP7KUut/GiXcwm7lCKIFxJzxuy8JyiXKUXC1WDayvW04RtVOQkrgQzhRGMZSxOhOHJR5IRQWWOc4ZylOMMSF94+xbSp+cN6dhBIzrp7iQxS18nFit6sAgLhOV0IsTKnbOUYQ79acROAI77bjX6MZrcqxYYlw9+KsQ8GjGKiaqhEeARuQiwSMEyutCdJYkHYCpOZUp8vOpVGo8lNTjEbuqRBl/c7Gw4eRJCQxX7trt70l1o/LOoW1f5aGhoaGhoaGj8J9lyKyfNDU4f0+LGU4sDDGQWy+37Mj7yB+qxh5kzOwDw8qXy/JA3LxQq9PU+/02ktQ8kLcfwwYt91KYYV3hmW5C10cPoyhI20ZJzlKYs5wB4RUZy8Qgw1yMARWfBEuWZVY9FklFZgYFQ9vEGUvFBNVTupCEbaYXb0/uasZE/YGycNWtWkuVjx44lPDz8/z0gjT+GE+E48ZQzlCMeS6pyFICRTIaYbz8ZZeIFL8lMPpsnEGMo/MKzERFCcSYIN1LxgVKcx5lQCnITG2K4aiLcQVycUZm5eXNFuRXFeywpv9gxjMeHghymGoOYSSw2bKUJQ/iFTLzkEylwjNSpAjSFbO9xnlI4YXzL4E4AI5nEbuqzhrbcwouZDOaHe3sNMhq/wRdei94Gd+hF9FCTyj56s99EdsV8Xr7FLbwAOEcZQnEiBmVuy3Ce01RQ660mscG+Tx949EiHv78yrUFBim3N0RF69oRt22D+DGtyYPwS7MAqQnEB4D65ExkbE7zTEojDUjU02hKFHylwTPma06eVf2ZFo7OSx8T6udMQguuHJ/kNitYdWElKPrGSDpylLE0D7lCTCwBYE0tljnGcKiyL78BjsvOe1GTkFVHYEUxy4k3G/5CcLHUazIywboCS6PcTnlynCJicqjGMx4UQRo8dC9u3K5+vnY/585W/GzbgZzDiJRdLVT4nYf/J+ExFTqou9GcoR1vWsIFWxGNFel6TBl9qcJj83OEqRfHBm9W0pwznac8qhjKNzLzAHw+CSa4ItRxTBIs+48AbMpAq2vgSwMlJObcvXkDzolEUu3QZT4NwkCmfScZxKmNLNCW4RDAuOPCZdLylJBfIyjO6skQNLa7FgSSn4h552Gkwoh6iBrfxwoVgssfeowsLeUMGtW4oTpQ2iON8OZaRTGIyo5jEKIpxhRkMYQOtuE4R6rNHqTg2AMaPh19/pSQXeUc6HrzZxSLTzpYuVZQ3Nm0CN0UZ29RgOIypzGIQPzKBmQwiItSBFyzBnki1jpuN8f/P8dfZqcdu8nGXwtxQy0s53iGQCHLyiOkM5gjVqMlBCnOdSNf8tAs0ihRNZSjZeMoQptMqdBEbDB7PZobH+Hh+4Qd20Ah/PLhAKeqyVxGtsipLjx7w+DGcOQNljY7KGhoaGhoaGhoaGma8D3dUl4eGj1GXK0Sf5gA1Scdb9fmkSxfYsgXu3gV////2SP+mGJ7npzGUjbRiFgOo63yGdKH3ycFjAC6amAATDI2gCLLqUJ5BpzKMbDzltT4dz8lCAO58DLIhpaHu9u1w6RIUKQL3oxQjpaBDh6jK1Q/efo9bxf8u/7Fg8jZt2lCsWDGmT5/+n+pS4zsYkHk3fi/CmMxIMvKaZmyhMNfJxMukPRu/MMi8SLDmp80MCSkOvzA2xsfDZpqzlaY4E0ojdqDHgomMxpoYc1OEaf+G/QtKvjXBgoqcoB57KGdxnhP68nwkJdU4jAf+9GARVyjGW9LRkJ3MYiB9WMCCuxtVE9mdyGysoRLZeKoau9wIoiE7mcwo2pt4cCWziPr2BMbHc51C7KQhI/iZdbRmBD/zlvRqlU8BlkkbG38HddiHJfFk5gXPycJQphGOI4voQTaeYo8yxtFMIBJ7erOAac2usXBLCubPV9Svbt6EPXtg4EDF3uHhAZkzK2+z7JJZ4IM39dnFO9Kqis1VOIoDn1lLG25SkIqcJBZr3pGWaGw5SlWOUJ0WbGQhPcnNA8pwDiviOX/ZkgqGSPiZuYqRhxXq8QQbcm0m4IUPjoQTjAudDDnrxH8vNQ2ejlYSS1WOcpwqBOFKdp7iySecCaUaRzhGVdbRmkmMJBpb3AhEZxI5UK1oEOeulqE5m/DkEwvojR5LZqCE0o9++X2WnN4sYCvNmBs1nL4GNekMvCYQV+KxJBpbOrOMS5SgOJdpySbWGAzBH0jJSzLxmOwUsH9KgUglXFfQsYA+pOcNeXgAKB6syQlWjOKGe6I057lCUexLVQGDIdvGRslAEBEBI0q8os+We6yjDTl4TBGuE48FH0jFI3JSnz24EExJLnKImlThKMOZwgVK40tqlqAYaGuzj1YJXsoGNtCSLTRT39QBqnp1cS4ThR2hOOOOP2E4EYMtOXjMUaqSj3tmfTkQwSR+ZDYDmMAYltIFUNTPd9KAV2SkJgfJOd5gwOvdm7xk5h3pyGL/3qwvuiljZvVq5QIHiDQaEj8b8ohGYk81jhDn5IZjWDjTGcJwpuCBP54p+qn1j7/JwR5qkIXnZrspkew2LfmJHTQiAgezPJt53q/lo8EHuhcLcCaUxigpKFziTHI8xsSoi0FxTqpn5TraAnCBkhykJq6+7jx9kaiJhoaGhoaGhoaGRiJqNbIn7cJBZNS/YErcYHZ8VKKnbum8acpWUuDH+vVK/ujChSFPHujXD3Ln/osH/jfhaYArj6hFpJIln4HMZkDEGmbRno94spY2PCIntdnHfuqo7bqxmJFM5iYFOUo1tXyE9Qxmxw5gNR2YssWPYcWU8oQgusyZ4aTXACxu3eAiJVlKVw5RAwB7+287I/0r+E+p0qxZs0ZSp079n+ruP8a/QY1axKiKNLXKkcRSqjNnJm4QHZ207GoGE9XZrFlFzp0TKV5c5PJlSaV7b1b1OBUlEltZTVspgI+MZYxx4/LlxuVDh0RAYrD6qtprPXbJczLJGcrIczLJGMYKiPRivrTQKarIc0tuSHS8CYpSArKdhmpZgupuCj6KNG4scvGiyLp1X59APz8zteGSnBcQqctuWUEHmU0/efvzGpGHD0U+fjRv28VEfdeUr6hRn6KcWZEPBWQjzWUtrSUYZ3WDzzaj8lirViJOTsqpzG0QRz55UqR8eWX5px/jBBS1aR8KyFpayxWKyE7qq8rGCZ8cPBQQyckDs/Jd1DMbZ/uWRjXdXUUnmm27RX5ZSmdpzsZE/SR86jqfMq5kzy7vSC1XKSwvyaDOwVCmSFtWSyaeyzpayVCmqGrOa1MOUpv3bvJBQKQ6B8UfNzM1bBDRFyqc9DlI6iYBVZ27ufW2pC9Ik0801vKCjPKO1CIgs+mn3B48kTvkVet9wkNekkFCcFLkyUBasU7t6kOD7uZ9d+igDi0oSOTsWZFr10Tk/Hnx4qaASEreSxreSiGuqc0K4JNomDU4IAJSAkWlPR+3xQ9FaXsJXeRHxsskRqj1a7JfVSPvxDL5le6yhzqykB4CIo3YZqbUtpyOchMvCcJFYrCSadWPiTXG66M38+QNacUPdwnFMcn7U1KkMC5XqJD0uenSxVgWEKCWR2CnHvcc+spT78aynI6yhzrGtmPHqk13Vlsg5TglfZkjHzHu9413HQERaxJ//1XwuK2uZuWJ9GO2gKK2fpHixrpt2qjLrzOUNuvGmxsyhGkCIultP8j58yIzZojEx3/9stTQ0NDQ0NDQ0NAQEeUZPTpapFkzmUsf6cQys9+ajx//1QP8+/Jz0W3KI5bFaplLHwGRpskV28gPTFXnsAhXxIoYqchx2Ul9Gc+P6jYbnfH5RlKlUpeHdPik7ufiRZEaNUQePBDxL9dQ2rJakhGu1rUiRsZ2fPGXzcOfzZ+qRt2oUSOzdRHh/fv3XLt2jdGjR/+HTKAa30vOnPDoEQw7VpVYRlKIG3RgFXoseB+1KrELa3Q00dhg86VHoiF0UQCdjY1RTKNKFUSeAFCGszgTSgr8sCMaL25xGy8+4clPjDfrB1A9G62I4wMpuWhVjkVxnTlssPy3ZQ0Fuclc+jGbgYxgMvm5Q3UOkZ0n9Ek2ig2fW6LL2QEMyr+m+ODFY3KwxkQI5gzleEVGJceCPg+UNLhMZ84MpUolnkCTMOo+zCcCB7bShMJcJzMvlQ3v+0Euwz4SvvMB/yhHqnON9qymH0lzlCrYEYUH/mygFUW5wlWU1yPFuUw0doCiwpwQ8rx6rxJOmi0brF2rCAEBDBqk/J05U0kM7O4O7h466rIHF0Lw4jZe3AbgLGU5ZPBcA8jBI8pwjsfk5BG5aMBOnAnFGx/ycg/BEHoPZEyvp1Yt6NwZ6q+7DlfhDGU5QC0KclNVl15OJzUvoCmL04wjIXo7Nhaekg0dgi3RVDCEZE9jGCn4RGvWc4f8TGMY0xjGYKYz46NRAKhhpRBk2zbycJ+XZFJD24fwC+U5jS76C+9VkSTVwBPoya9MYxhp5R0baMlQprGDRpylLHPpR3tWM56fAHhILry4jScf2U5j1SvwGdkoz2l2U5/XZCAfd0lOMOtowytdViyIYaPJ9Robb57k2VQk5cYNqFxZybtyd40dExjNe1Kr+QN9DepnjoRxnMqkQImX2EdtZjKIQoZQ4QRhl7vkR9ARiR3dWApAHoNnojUxjGISpQ0h7gABuPEZByKxpw57KWIQVNlBI+KxpDXreUp249gPGxdrcoD59OVnhuODNz35NelJt7c3Ln8tk7WFyRxFGc+pPVGk5j238aI/c+nvo5SX5pxRoMgkvLlBqsvMITfz6EdpzqtCT2l07wnHAVuieUhOTlGBaxShMsfZUm4Bj3bcZQKjcbGOoErsMQpznfzcMVf2jo0lFCeCcMVNH8gMBhGDDQOZxSm7mtSI2gVAO8/DlCrVLsmvGw0NDQ0NDQ0NDY1EJEQWOjjQFyUF1Ao6q5vTpv0rBvXPIKVtCEW4Shbr1zSO3o4Xt5A0+bgRXJCPahA0XKMoA5nJTAYD0M3wvDWMKfRYU4ZMAdehXj1+KdRXbdOkuzGPfokScPCgsvyiYn3WnlHsA1MZijsBxGNJw0adgUx/7gH/E/heS2aHDh3MPp06dZJhw4bJ4cOH/4hh9E/n3+LZuGePSJMmxrceI5ikLkf9NDlxA39/6chysSVS5tFbrduatbKBFpKCj3I2Y2szz59A21SymrYyj94yjtFShCvyI+PlPSllCNNkIiON9efONS5v327uReThIbFYSiiOEuKRRQRkE80kPa/Eg0/yC4NFQPVe62S71uhRZCAmW+5E3l1peJvYmwpE6pl47C1YkPQEvn0rDoSp1WqzVz7hYd6Pt7dxOSZGxMtLpF49GVdop3G/er2xTxPPxiw8FRDpymIBkWw8FgE5T0m1bVUOSzUOCYgU5bJULvVZ3Vatmkjq1CJnzhiHULq0yfj1egnCRd12mKqqB+ISushJypsdS2O2CogspIfi8UVaWUQ38eCTWu3TU5N7plkzEZDpKN6GbVmt9hWHhaTnlbgSIKcpK3fJI/64GV0wQfxwV/u9h/HcdWCF4tDGEhnHaLU8Ne/Mpn7T1JfyivRyiGpShCtqeTTWykKOHMbKd++KuLmJTJ9ufo5NOtxOQ+nGItli3UrS8VpApDkb1So1OCAHqS53ySO3yJ/oWttBA8nIC7MyB8JkPzXNyhqwQ65QRK5RSKIbtxQBeU4mWUtrOWFXUx3apUsi2bOL1KolMm2gr5Tggiyhi/zCYOnKYpnCUNXzNAwHacAOacxWiUPxoBzFBCnCFVlLa3Xf62hldn0topvMp5ecolwir77qHBQQWUW7RNsEpApHzIrKF/0s4xgtYxkjJ62rJupjD4oHYVHdFWMjT0+5TT5ZRyu5XG5I0uemRw/Fu7F8eeXVrclOI7GVDbQwu0dTonhb2/NZdjVabeyvaVNpxyrJwUPZQx15T0qJxVJauuwXa6JlCkMTHeb56uOkDGfMyky9It+SRlbQQaKq1lHv06uuVc06uehaU/JxW5qw5YsbVENDQ0NDQ0NDQ+Pr+PuLZMki4uEhcrelMaqsT7OPAokDgzS+oG1bZc5MoqkW5pglYIzaukse2UEDuUV++Zlh6s/49qyUV6QXOX9e7S6DlWJb6Mds8fNLvLu4OJEKFfQCImPbPhEBqcYhsSRW1o3933VB/VM8G58/f07mzJlZuXLln2f51PjDJChkrmp7nPPrnvMzIwHYShOs9fkSN4iJYTf1icZOfWsCcIoKrKcNAO0/TuUZ69VtrgSxhnYcpwqlOM81iuJCCMW5TB32UZ4zxv5N8q2ZLQM4O2Pl748T4WDrQgjOtGAzAAvpSR/m8yMTGWHwXrO0soBozHJPWksMNTiIoFM9JFuykaJcJTuKB+Yu6rOFZlR64U+XBLGKr4kYxcfzGSUpb27usw9FVGcqQ1lFB9qylv6xxw2Z44ArV+DWLbh1i1ZN8yI3bpKOtxC3SPXauh+chsXMJg2+vDYIbiylG32YhzsBAOThPoeojhNhlOKiqoB8lWKYOJ7h7w/v38Pnz4rOyZEjX4gq63SqCA1ADDY4EUoGXnOMKqTmg9nhjmQyXVhGHu4D8IDc9GCxur0Zm7G3r8nMmXD6NKyzdcQJKMx1BjITZ0I5Q1kc+Mw2mpCMCLqwjHKcJS93+UhKTkR2poAhd6EOwYZoYrDlNgUYwzjsiKILyxjETJITjC9pVM/Y6hxmFR3V8Ry74swn6quq6QkE4K4cm2lSvHyG633IEGjZEoYPV1R2TGjETiXXnljxmEycogI5TZIEZ+YFNVFEjbqxmB78yiJ6qtsLcJuXZGYzzdRr9zOOrKc1joRR0OouheMukZ87FDV4CaJT8qKeowztWEu1qMNUNPRXvLgiJALQuKoDlyhJKj6oIi6mOPI5UfkzsnKNogTijqBjNONpw3q6sZhTlCcKO6pzRK0fiR0huGBHFBcopd5Dgo7SnOMCpbEhmiocYz91OEo1blCQUJzJzAtSrDhJsvwTlM7snSEWmrKVmxTkLGUZzxg20wx3CTAOMiaGAij5LSvcv8PJhHJTcSYLC1i2TFk+YBS3WUoX/PEgO0+ozy4yZrNhztO6ZDIkmI0kGSGRJjlmIyPVBNo+eJGaD5TnFO76GGKxIR5LbIlSPYqLcoXkznozkSJrYgjEjRsUwppYqnBcmaOnEzlCdQAuR+aniEGMC6CEywPuBBUwHFeJROdOQ0NDQ0NDQ0NDIylOnoTnhnTjvc625Ab96MdcsmWIoWDBpIPzNEwwPFPMiu3DFqrSgVU42ceRlre4EgRAXu6T1/D824VlalP1udMkyqqT606C/WIZwGw8PPon2l1cHJw6pUTSde1uCWshDiviscLC5itRXP8yfrexMXv27Lx//x5PT08Amjdvzty5c0mZMuU3Wmr8N/D3V+xoTYu/psO6bmyhGaG44MUtLGKzK99c6dMrFo1GjaBDB+Zzm1ZsJBtPmM0AdtGAKhwjJ4/wJQ25i6fERIAYRCjDOZwJpR57GM4UPpKSuuwjEy+MIjOQpLExFCfm04e4iPS0Yyp2RJFKr1cNcQA1OIQeS6KxZDhT6M8c9rr1ZsDnWVR9HkLtiROhVi2Ij+cginpJCzaymRbEYk0VlNDHV2QiNb68Jw0OQQcN0hWYK8maHlpcPGMYxy28GMHP+JKa41RmCsMJxpVRTKZAaC/qcEVpYGLcyubix08JX1Yxc1Vj45vPrsylP97c5BA1qMUBvPFhGkO5Tx5u4k1BfLAmluZsxtskVDM5QaTM6sijZ9b8+iv4+CjvXeLjwdtbEewtXNj8GOyIIi1veUc6NbT0PnnNDCgJFOIm/rjzkkz4koYQXNTQ7tW0oxE7cHT0ZbDiXc7OMsVpxwp20pBwHDlNecYx1qzPT3iq+wQY4TeQ/QYjrzuBLKY7HVnFGtpxgNpqu5V05Bxl6MxykhNEMK50ZSk1Mz6g+StFRzwswhJ3AvDmJj4UVNumQREaCYvJiVG/zYTWreHUKSUOPQFLS+bG9+IZWekQt4pRTGYUk3lJRvxIgQshZOOpWj2CZDRjCx7484LMlOCSoi4NNC/3geZnlH8y0/iBYUyjPatYlfJHePfOfCyG1AKp+EBVjlAoT3RSIyaFu1JvFw2JwJ5kJorLd8lLF5aRnjd4cYtQnOnNAoYxlTasI4/1U4iF1LwnP7fJwGuzlwCBuPKBVOylLsMNwjgJeHOTDqxmFopASwy2HKA2y+lEWc5SiJvGyi7Gf6D5P1/kIdlZQG8+kZI91GMZXWnGVvMDMzEqprA2EVyJNpkH09D3D0YD+UJ64UNBDlKDXTSEUu3gqfJ9cYwqTGIUlTMYw7x/uN2GOWynDOfwNyiPn6YCgR6FcQl7y3Oy8J7UuBKsNChQgPFvppCWd5ylDCW9Inl8K4LTlKcHi0nHG+O4Pn9Wlbkj451ZTyt20YBtNCWf72OukR9bYpIW5tLQ0NDQ0NDQ0NBIAhcX43JgjAPhODGZUWxK8YoyZRL5Tmh8SZYsULQoLz8W4FJwSYJwZbPHUjPB1wSasFVNaTaQmdwjDxEkY8UvWVik6EMiXsvA79ZXd2dra1w+fNGZ6qRmAb1xIQSXqsf/o4f2j+X3ukvqdDr5aCKM4ejoKM+ePftjvpf/Rf4tYdRlyiguwNt6nxABeU06eUJWY5hpQtxtiRLGsGiSy0WKyz1ym8cTJnyqmoQIWlrKNIuhMp4fJSMvJBuP5QlZ5Rb5pSiXpSb75TP2MpQpUpu9EvvDCGPbOXNEQF6QMdEuGtjsV5cbsl3isBBfUslUfpCsPJHu/Cr90iohvyMxupPPpp8MZYo8JIfMYKDk55bMYKAE4JpoH0cLDzOumIhImPHkiVmjQxY1E/WzL52JwMeBA8blTp2My0FBxi4bD5ORTJQF9DTr6Db51NXmbJRldBJQRG3qsEdAZC595Mklf7lxQ3Gpr1tXqb90qUj+/MryvHnG4fv6imTiuWTliaygg6TnleTnluyinhykutgSKSBSjlOSlSeSCl9VRCfhsxxzQZuhA6LU1TO1p4gPBcQTRailNGclPa/U7fZ8TjRfHZ23ygwGSgs2yAkqyFEqS1UOyygmyBvSylpaywFqSFM2C4g0ZquMYoLspbboQRZnmGi8TqqGiRUxUpTL4oe7PCSH2b6CPbMnfQ3rdInLbG2lPCcFRDbTVMJJJu9ILQG4mtULJLk8IatZKK2AnHKsJXXYo1yPffqo5fuoJa1ZK4voJpI5swjILPqLB5+kN/MkqGZL83HMnp3kpbhlrq/xmqs6Wy5TVG7iJa1YJ/lQREyy8VgVbwFRwnZB5lkPlBw8lMkMF0EJcY9HmYP3pJTezEtymgpyXRbRTebRW3TES112y2K6qtuX0UkekFPc8ZPc3JP3tz7KZprKRpqLky5UQGQTzaQri2UI06QahyQPd+UG3sadODnJVhrLr3QX30qtjQccGGis06uXcblvX3V5AqPEgTCpy245S2kl3PrLg+jTR+2yf6pNZpvKcUpu4iWCURzoMdmUjRs3ivj5SaUMjwVENtBCpHRpM2GlmuyXqxSW6QySeHfj9XCZoom/J6glFsRJsWS3/x/f6BoaGhoaGhoaGv9WDnfZIiDiSoAsHqOE86ZJ81eP6u/NvHkipUqJ9Kj+XBXb7JX9iFlaKVBSTWXiuYAi5nKAmlKUy4l+00uHDnKdgnKVwhIRkfQ+E9LYeeWNERApzFWl4H9Yyed77Gv83k41Y+Pfm4SbIl8644P7QnpIL+ar6r4CIgUKJG2USepTqZJx2cVFkhNotvkRioHnIykSNT3SYIFx5eef1XqdWSpOluGJ6pfmrKynpVTnoMymnyyx7C6gqEHvKz5eRjJRzUMoIAW5LiByiGpq2VOyyGnKmqlSg4iULWtc+fFHkaNHFaNjfLzIli3K8sOHIiChOKpGtIocl17MN7bNbmLQ2rJFXd5RYY54cVP6Mkfkk1Gpan+VmVKFI2Yq3acpK03YYjY+U2XlhmyX5AQqBiuTb7Xt20WmTBHx8TG269HDeP7fvVPKLIk1m9jVtP1dp9qOCFlOR9GD+lm7JEJAMW4W81S+kJuxSWYyQF6Tznj8NEjUnwtBIqCqes/HaESKxdJsXC3YIF1ZLA3YIaAYHQcyQzqn2CVt2oiMHi1yaJWSm8+bG3KUymrbQlyTm3hJvJtJfk0Xl98+WAcHyc4jAZGynJap/CCg5I+8Sx5ZS2s5T0m1/j1ySxeWyI+MlzekldmFVqtdDS1yPOl95Mwp8eikIsfVotslu5nXmTs36Zs5KkoKc9UsB6npZz0t1eWEnIVFUHIjltMZcw4KSB/mqutWxKjLnVkqb0gru6mrGuEE1LyZPVgoAjKGsVKW04nGoNPpzdbfkVoek02ekkUisFNzf86jt7GSs1FpXWrUMB6vr6+x3NRw37mzBOMsN/AWP9xVZe+ZDJDrraZLVp5IeU6a3xBBQSKBgRKUr4yqCg0GA6JhZRQTZBg/ywc8Jbh+OwkKEomNFdnZYJUsoKfyvVaxorRhjWTgpeykvvnBW1qqy5copha3ZL0sT2lU/C5qpxkbNTQ0NDQ0NDQ0/gALF6q/Nx8deCqVK4s0avRXD+rvzcCBypQNa/ZcltJZynBGZhbfZPZ7PeHTymqTXKOQBJJciuququWjuryXXr0MMg/BweJopTwP37+f9D6XLzd5RCBWinFJWXn58r967P9N/pScjTqdDt0X6q5frmv8dQwZAtOnw923riTjMz35lfvk4RA1KcYVinFVqWiiAjuf3kRjS312c4ga+JKGTqygP3M4THWWvJ1BJ04olR0d6RCymgjsqcce4rHkAbn5hKea9w9gNOPRIeRJ9tk4OEMYtSd+LKMry2rs4vr+96yiA6nsQmgctQ4HPrOaDhymBhl4zXi3+YzxG8djcmAbG84kppkdb1vWcpNC1OAwXVhKWc5yhWIsoA+jExSxgZFMUpIdJhAbC1WrKsu5ckGLFgDo7ZJxheLspS5vDGHdx6iChSGHIgBPnhiXTXI/Hnidl1t4cwtv5sYYQ2dfh7txjKokI4JSnMeOKEpykW00pQMrKcYVXpNBVVYGRSW5Nwvw4hbYLVLLTUXgHR2V3Q8fbizz8IBLFFeVkhNIRgSOhOHAZ/ownxw8pg3riEXJbzeJkWb7f0hOcvMQAL+q4Zw6BV5e0Mb7M6l4jwV6BjGLI1RTw9gzJah1A64EkpVntDbk+ryIklzkOVmoziHsiWQ0E2jPGrXNJlryA9OoxQE8+YQbgUxhBKmD/Xj8qxJla+Ebxwo6sp/aWPXrDXOVtnXZS1aeoYtVzpQOFNXjEJMwXQPR2BBBMmws7emAEj6dg8cMM1xbNyjEPuownKl0YCWluAjAXfKxjK4ATGQ03IDa7GM/dZhzsyz7ucM98tGThVTgFAOZxcdHKYk3yVKRlrcki/1iTBZfqFMnYGvLteDsYGFBpnSBvApVVMlT40sPFtGY7bQ2VM3PHTbTnMfk4ChVqGhznjPRZdWujlBNXbYiDgc+M5oJDGYmAOlQrtf1tOIsZSnCNS5SQg0TH8dYqnKUspwzG6KI8bu/q9Mm0oS9xwsfbuPFYarxIxMZwBzG8RN9WJD4GE3zNJqGUZvmVI2IoCYHuUgpdtKAWhzgAqUYxCxyH/7IM1ISjyWXKcZzsuD9Pjm5XV0BSJ4lC8EkV7vyIwWxWLGVpiQnmKJcZQQ/s3J3J1Ca8KrbW66Sll/pSejj3DjxnHOUIT1vAfiZ4WyiBd3il6jHNImRakg1wFPbSuryvtRdgUuJj11DQ0NDQ0NDQ0MjCW7cUH4m57VyJpmh7MELO2JiIHfuv3Rof3s6dYKyZSF7aCD5tiynC8u5mG46nS6vMKvnyUfKOt+mcOANAMJ0TiBwivKU7zsPCqQCoHx5F8INGdhMQ6ZNyZtXMa9kzKDnyTNrVtKBqQyl6Xt7smT80w71n8PvtWDqdDqpVauWNGzYUBo2bChWVlZSrVo1dT3h83fj3+LZ6OsrcvOmSOfKL1TrehGuyAgmmYcyFi6sLicUdWORupyNx+pyams/M08tAenNPEnHa9XLKD+3JB6dBOEi4SQTvaF+XOt2kp9bUpDrEtz3R/NXCQ0aGJednNTlW/bFZQYDpT47ZWHW6TKI6crbiVJnzNsbPin4qK4WwEfGMFay8kRm00/ukkcOUl2uUEQ+eOY3ths0yLg8ZYq6HNyqp1n3F9I1FQG5SmG5RDEJwcl8/4bQcAHZXcwY7isvXqjn5FHdwbKIbmaeaDl5IP2ZJetRQmqDcU7Sew1Erl5N+lyHhoq8fp24/DJFpRqHpC9zRI+iuLyT+uah9CbnHZTwWAHZRiPJyx2zbQGvwoydG14VJRxLFY6oFW/gLRU5Lp1ZKtFYyw4ayC7qSSS2UohrAqKG5DoQJlcoIiCSgZeynI5Sl92ykvYiIHPoK61YJ/XZKRMyLFGjlH8cEKqOy942TtzxU9f9cJfN1q3FklipxT6RVKmSnNCxjFEc4GxXSBAu8pIMEoCrWThywicdr8UdP/HmhplHYMLnATllMV2lVxGjy31mnslyOprVq8xRdSXIu4JspLnUYY/k4r4MqXLz2zf2CCUdgR7FIzShL1cCBJTQeQGpzFEBkQ29z4lkyiTbS0yTihxXvWhdCZDP2Cd9oYGqkj6BUbKDBjKNIbKJZuJDARnPj4madO0Upy4/Tq94QBfnojgQJqcpK7fJJ9l4LBUx8fx0cpLB/CIWxMmg9FuMx2jwKhZQ5LgNy/pataUcpyQ5gbKX2iKgzm+5DM9lJ/XNxjQto4kXsqOjnKOU2XZvbqhq0wnXgunnxcIDZt8pIHIV5fsyFku1rBfz1eXhTDbrJCxjXtlAC9lBA5FMmb59fjU0NDQ0NDQ0NDRECWpL+Fm5a+g5uUph+YSHLBqv/D79G5pa/pa83HtbTlBBHpBTttdbpc6pWURUwYLq8jP3ovKYbBKBncjdu2o/5copVUqX/h07jVWiC725ISByeOv/ru3pT/FsbN++vdl6mzZt/sNmT43/D6lTK59pnR7S+3hDCnGTaxTlAqWwxkQUxSBSIUAZznKOsiyhO6l4zwdS40IILdnARlpRM/lF4vws8cGbgrZ6LIFgkvOW9OixwJubvCUdpTlPYa4zn77qbmIjYrmDosoaGbaVphxGjwXbaEJyE+9K4uO5SAm6s5g8+ueM4CcGM5PLbwKYv9yKyEP+FElvxecLybBAjz1RatNdNOAmBRnKNG7jRR328ZTsbKQF1yjCR1IyjGk0C9jGZpoqjUy9yUyW9TqjiEpd9lDS4wm8VVSqbuFNOt6wgVZGDy8TD6w6LmeJwRor4iD2sVoeEy30YDHJCWIM4xjPTwSTnNkGAQ4AF0K5Rx520IjMZdPT5mz3pIZnhpOT8vmSj6TkCNU5QnWek4X91AEUURCbBCEMYB+1CceRahxRBTL8SME9FBVna2LYRAuSu5qIqlgpXxVe3OIyxVhIL2qxHz9ScI2iABTiBtbEKirPwDjGcJ0iCBCGEzcpyCJ6MoHRRGODoMOWGGpwiEDc+EQK1tCO6xRhP7WolTmC6o8Vj8LXvsavqiypI3n50k5dX0QPnGLDzDwJkyLB61NvYYk1sbgTgD2RHKQmr8mgqk+D4jH5K70IMIiLfIkrQdRnN7Ur5SPltX2cowyOhNOFZWTgFfuz9ifVs3PYYvTaexfmTEs2qeuFQ58k1TW3bsHQoZA2LaxIq1yXOsCKePxx5xZerKc17gSQBl9lTniOPz645U0N81/g2/8JJy9lpylb+IgnyQnGBqNgyUJ6cooK5OAxh6jBdYpQlCuU5zQjmcw5yhqOM5C67AWgaf4HbLlteKWq17FkheLRtzF2ILsoxBz6U4FTVOY40djyhBwAXKAksViTL+IhMxgCwLVQg5iLCDx6hD/uhOCCq78eN8MYw4PjOEN5w/nYhyNh3KAQVyiKU70O2M33UY+nEsdJF3RHXT8SXpLbFGAV7enECvRY4kNBJjGSTLzEi1tMZBRnC/Ynb0VPChYEi7I1qFPlDdYeIbhePozdi/tYoKccp/HBW+27C8uwI4oPpKKfwcU2DEcOUQPHcDtask6pGJs2yfOroaGhoaGhoaGh8SV2dkpEWWQkLDqenUNcA2B3qo9s3ao8G2h8m9WHUvITJ+nOIoamD6ApW9hKMwrpfEgIWjypq0QlFM/G7bruNGIJAOd9HNi9WhFiXbxY8SY9f17RmLVK4lHz2TO4cwfSpLGiGFCf3XjjQ9oMzf47B/s353cbG1euXPlnjkPjP4SbG1jxjDasJRpbxQBmisHYqAPW0pZOrMADf7bQXK0ShyXraY0urTe9/eawkN784LeOabRlNBNI3agkWTMWZvWsfOygES3ZhD2RhOJEPfagQ9gfOZ+jVCEOK8JCvTlqCOd0JRjPvSE0oDJ2RPFD3FymMJw7FMBadCQnmI6sIMw1O/GOZWnQBa6t+URTPtOFpSylGwCxWFGcy5TkInZE0YXl3DYYNzuwihhs+ZEJ2BOBdXwUm2jOLbyYHOdHUsH/rnaRZuGQz+PqUZsNPEQxrrwlPffIy0VKkpNH1A8LU+taREdikTDP0dGwfz8UK4aNXjGMCjp6sRBL4nEmlEBc6cIynpKNXTTgctMZjN5ak2o6oyEVIF++33/eY2PhAbmpxmHcCGQTLQEoyUU+48BJKuKPB3m5x2syYEcUG2nJUarygsyk4y1D+IXWrMcbg+qWqbHTYCAuwzmCccUDP/xJoW5OjS9uBPIrPdWyw1SnD/MJJjnJCaYJ21hET16Q2czwNYbxLDfqhZONJ2TmBVimYepUSJ4curaPxXLLRl6SiWk/ODKv9wPWoLwAGc1EHpKTt6TFAv1X56gsZ9lAS4o6vaZs5FluUoiD1KAGh8nDA1W9fC1tyMddrIjjBJVoy1oGMRM9FlgTS3jXQbgs/ajMu8s0xjABgK3FfmHnFQsy84J8Hh/gWQCBuBKAG86EEhppNLKfojwpavcFsicaZ2goHDmiLJeuX4xpPGQDrcjGU/ZTmw6sphDXuYEiR76MzjRiB0voTniR+7x7B8XyR7KJ5mTgNZ6GkGiAi5RgPn3YoAZiG+nLPJIRgS9psCGaGGwJwk2d5/TlsvDTT5AqFfTsabw45ge34QKFWEkHorAHYBMtcCScahyhL/O4QWF2xDdU24zPsBxa+MH9+3DnDoNYzVra8cvr6QwxGH2jXn00G184TqTmPRl5hU2aUGLw5RYFiMNKUcqONsY3bKAVq+lAYa6hM/yqKM8pRvIzhbnGOtoylaGUKxDEsp2eeHrCD0N1bDmWgblzoW/QCrq+aExPfuUKxQFow1risKIgPhQ0KMdfozBlOMdzsgLgHhjAKW6yn9pkDfOnSeLLUENDQ0NDQ0NDQyMROh1cU+yL9GxgfIb39NBTouFXGmmoPHgAnz5BrE555lpMDwpfX8EWmhNAT+7aF+dsRBkKcJtZvkbbR6yVPb2Zjy9puDggHR/9lfKYGChRAlxdISpKSWX2JTt3wqhRUKcOpGYeyQlmJZ3Aq9V/45D//vwXPC3/Uv4tYdQqR41hm1HYSDDOiktwgstw/vzmsYNffGKwkuw8krKcFsmSReqxS0Cke8qdkpxA0RGvVg/GWd6SRnZRT6pwRNqzUt22Jd9YmUV/mchIuVX9h6/u0g1/dXl3hj5yjULylCyyu8h4AZHixUWmdrgvoAh4JFTOwUMBkbOUlmdklo00l3OUEgEzRecEJeGEfRyqZyJcM2mScblLFyXUFRdZS2v5Jd1sJfKTENlCE5nMcNlEM7W6dO2qtn2er66cp6S8Ir1Ib4MgRvbs8rJiBzlJeXlGZrVuHBbynpRmc7BqlfI3b17zufkewsKM7XwoIIvoJvuoJTetikhOHiQ596U4Z7Y+iRHmFT5/VvufUe2QqhrtQJj8SndZTVvpwApVBObLzxraSA8WqmGrgSSXU5RTVb1yc09qsl8GMd0sfLUpmyUCO4mpbBQRuXoyTEAkPa9EDh+WLsm3qvXbslrOUUq686uMYexXw6gTBGgWuRoFefoyRy5QQnoxX6pxSLrzq2ymqVm7dqyS3NyT/dQUAdlX51d18/0hxqzAwU27yD1yK+I5lSuLgBpGDiI/Os4UUEL+BZSMwknw8eNv3qJmIeQJnyw8FQFpXM0Ybi4gu6gnJTkvDdghDdluphpuKl4DIq9JJ/1QrvsE5fea7E9yDPfvi9hYxIinpZ+MLrBTVTufxAh5TTq1nql4VE32m1x8pcw6TFgc7jRPLdOjk8/Yix/u4ksqaWqzU0BkIDMkbMp82UzTROcq4bOELlKNQ2ooQxnL8+q2ElxI8pg6dVK0hRYuFJFq1dTw+mH8LLuol+R+ttDErKi69THpyQIBkapWJ77761tDQ0NDQ0NDQ0NDLl2SQ1STrTQW//sfv11fQ9q1U36PTxsVLF1YIiAy0WuL6CHRz/hCbs8lJw9kGkNkeVpjyqiNs95L9eoiBw4omZ5++OHrmp4iIosWKbqXjRsr7dPxWlnQ6/97B/5f5k9Ro/6n8m8zNt5ecVVm0V92U9csD5t6B31p0fri85Ac6mq4Z2a5SHFZTke5nq+dalDIlk0v5UvHSiS2ajsbosy62pB9jJpX7kGFHiIgkdjKMzLL9QbjxZMPAiK5uSeN2CYDmCnzHIerxqaL5YdJhQoiPXuKRO0+JOEkkxis1B0k5JYcxHTxw10EZBpDpBb7ZKdLe8nNPQGRk5QXASnLacnOI7lcZ7xxkGPHGpcNxkMfCgiIJLcMkdOUlUsUU+s8IauAYoCMxloekkNek85M8TfOKblaf1Tm9QIi7VkpJ6gg1ykofZkjIOrcOBAmVsbDkmmldoo10dLJY9d3nfeoKMV4VI1DZrn5DtnWMzsvpjk5MRi++npukgmMkrOUllgsZQKjZAKjJDLAaGxsnFcx+A7mFxnPj4paNojodHKR4okupfS8MjMiZeOx9GaePCSHPCabmYEyM8/kV7qr65NQFH1zO7xS9//y/mfx5IM4EiqPl56SpWPfSpFMn+TntHNFUFS+QSQX98XPM4+soY25kR1kJBOlLKdlX6pOMp1BAoraeS32JRp/O1apK+U4JSAynh+lE8ukQjrjHJYuGC5XKCJbaSyv6veV2+STlbSXleVXJMp1ONFugjRno1TkuLRhjbyZsfmr53PRIkUFzcoiLtHY3pDWbL0U56QZm0RAqpY2GhMFpA1rErUvyXnZRiMRkAmMUsv9cZPJDJeKHFdzeS6gZ6L2IHLvnnH5bL2pqvE/Ay/FHzd1W1UOywwGCoi0Zq2xUfHiJkZF43Xy0SGzrKOVTGSk+JJKZjJAWrNWTlJexiafJSDiTLBs7nFCQCQZ4V/9LjOd/zMpGqnlSeVJzZRJ+U0QHKzky/lcua78SneZSx/5pPMUAXlGZtlHLblACdlCE5nCUFlFO5nECJnKDxKAq0Q7Go99tO3U7/361tDQ0NDQ0NDQ0BC5ft34QzUo6K8ezT+C4cNFcucWWbFC5C555AA15HbziVKNQ4l++y8ss97oiOBwS0CkFvvk/WXj8+eQIcb6XyM8XDEp7NwpMppxMpMBv93gfwDN2GjCv83YuOiHpwIiDdkuvZmnPPQyTr1TQnIUkXGMluNUFEtiJTmBco1CqiGxI8vFDkXifbC1UQRFvLzkNenkCFVkxXK9LJ0fJeU4JfXYJQIygJnSj9nymnTyGXsJy19SMvNMMvJC3pX+wvuob1/5/NNUeW+RRgIWblLLV9FO0vJGerBQpFkzadtWxNpaZHavR4kMCcE4m3l49WK+tGCDgMgs9/HSnpVSjlPiQwHztgmvHUBklNEI+6llP6nBAXVTc7cjifYZhoOspbVsp6GZ4XEEk9RqEfZuav0pblMlAy9V7zA3/FXvurGMUeuZ7kYiImRGmxvyy7jP3/1/JQBXuUpheUw2tcOXTvlkJgNUQZov9zeI6SLlysk9cstu6kpzNqrbgt9HqH3v77hV5tFbNRx5cVOpZKsYnNfRSk5RTl6QUS5RTJ6QVQQkOYGJvtwPU1VdzsNdAZFpDJGjVJbd1FU9SPM5vTAeXJTRmF0ke5Bs26Ysu1sFq/t3JFSasUna2CmiKAneeQIiOp2cpbQMYZqsSzVYjlBFWrPWzCDVltVSAB/1XJ2hjLwnpdwmn0zF3Dt3xaJo8XCLkxIljGWFXZ/JlPqK15ybkyIqU5yLcpmicopy4m+bxmz+He1ivnlOl9fdKVl5Ip1YJk89S0ocFonezglIe1ZKeU7KgZUfZNkykfmjP8gFSshAZoiOeEnHa+nACpnCUHlIDrNr+gE5pTVr1fvItPMjVFFX7e2N4zJNYH2x0TQzcSEB6c8sdf0R2WUPdeQG3vKSDLKT+nIhR3u1g3h0sp2GsoEWEoWNarg8RTnVs3oJXSQsf0kZzC8CIvWKf1A9ditxTPJxW6YxxGzs8+llNk9L6CIFuS6uBMgYxirXj0uMbNokcvCg8mMhoW5ehxcCInuoI2JjI6tpq27LziN1uT+zzPapt7WTDLyUnDwQ/3Re33cDa2hoaGhoaGhoaIiI+PgYf2NGRHy7voY5hrk72Xie2fPAHurIGtrIww4/q4Uj062WJmyRyxQVeflS7aKeSWDT791nFp6KC0Fy+/afc1h/BzRjown/NmPj8QUP1Af/3NyTKGwkHp16p3R33pDI+GP6cSFIfbCuzkHxoYAsp6OcSacYq+Zb9BUQyZXTGE69l9ryjMwSTjKZR295RXp5nqWygMHzyMSLSUBk6FBlsOHhIm/fymvSyR7qyJV0DeUolcWJECnveU+9wRcPTmxsPEcpNUQSRPJyR6YzSFbQQe5mbyACcpHi0pXFMov+xrbVqhmXDQrLAvKk3iCzXehLlJRASw/VW/ADnhKEi0RhI3FYyH1ySXICJT2vJAYrGcI0GclEibJMpnYSia2MYJKU45Q4EaL2/ZEUEoqjWm/hQiV8s0MHEX9/4xhMvut+FxtpLiBSlMtymaKSnEApanXdzCNUQPKjvL2ZSx+5TT6RcuXMDKYgYkWMRASY/GObOVME5AE5pRuLpDkb5Qbe8sExq9Rin2TgpfxKdwnBSby4KXm4KwG4yiRGyEgmmvX9C4NlCNNkOoPkGYr37FsUQ1yCwXc+vSSkZnPj/uMSe/iZGrcSxm9q5AKRdbSSPsyVI1SVOSjXbnNnYzhvMM5SnpNSkvOSjHABkR00kKw8Ufsoy2lZQhezfgsUEClRQuTJE2NZHufXCdHT0qGun3RjkUxhqFohFkt17kFkYpObSZ7HmBiRa9dELlwQkckmase5cqnLOzMPlHrskpnd7ouAarQ9ueWTci3M/aQa4pKatABcJQQnicNCzlBGKuhOCoh0ZbGMYoJatTPL5N07JYTg1q2vXHh9+8oDckpRLkseiwfSkO1SjlPiyQfZRDNVRfstadR+67L7q19Cw/hZ2rNSDlBD8nBX7IiQtqyW5d5zZV3qwVLF+pTMnBQhx6hk1nQAMxP1NZQpSe6mH7PFhiipUyZQPYzAQOP24i6KJ+9WGstJ2+pmbRM8XUExYJpttLRUwuM9PEQuXfq+G1hDQ0NDQ0NDQ0NDRHb96ispeS+N2CbhofF/9XD+UVy6JFKVI9KFJXJhzhX1Z3ovV6M3o4weLVtoIkvpLO8K1TGWm3j77Nwp0q2byOavB6OZA6oz1L17f8aR/T3QjI0m/NuMjXLjhhrWmokX6o0Tj06isZalbkPFmmhpxDa5Ty71vtpFPWnORllAT3lJBtlKYzlHKWnGJgGRlsl2ioDst64v1aqJDBkUL1toouZc/IXB8gNT1f5epy0hxbgkZTgjV9M3VMvbs1J2Nd8gAQEib96IxL3/JCtpLyBS0/ud7KW2YjBzfyahoSKvX4ucmHtH+jFbinNRttFINaqBSCDJZRmdBERy8kAEpIrzZcnOI3U8VTkszdgkzdkoAUVMjI2dOqnLgfXay0RGSkWOywFqSGzJsjLHZbSZHaEYlxSbD/dFj5LfMhJb0X/FaBJOMnX1MdkERCyIkyhs5DHZ5AbeEo21jBolkj27kivuxAljF/7+33fqd1FP0vNKXAgyG8oxKslFipsZnQXEHze5Ty55VqqNjGO05OGuVMr4VObRW+6RWyQy0tj5vHnynpTiSKik4KOaz87005MFZjn68nNL3agHGW2jGH48+GTWcAMtpAUbZC2tpT47BUQW01XxQk1Ar5cJjJJsPJaZnW5L1qzGLpITKGMZI+1YJetopRoVQfFWBJEpliPlHKUUz8aMI2UaQ2QEk5Q8myCfsVfbhOEgvZivrufkgVyimPRhrsymn/i0n6luW7FC1IGcc60jIJI1q4jcvJnoetCDmvP0CVlF1q9P8jy+e2dsdvZAqMxLNVHOdVgqkjevzKK/lOW0TBwSJMP7fZaZP0eJgBymqmymqXy8o+R02b/GX7LyxDx0GSWP6wsyihUx6vWo7ovSIpDIYJvw2bs36euudS4lL+WXButynJJ4dFKS81KJY3KOUuq2IUwz63wX9aQTy2QJXaQGB6Qeu8y8KkEkq+N75QeAn5+IiFynoNRmr1TjkBynojwhq/iSSt6RWopzUdwsAuUU5WQ4k9U+FtBTJjBKfmCqXKS4hJ71UY/j8GGRli1Fpk4ViaxYU65RSG7gbTYGUy/xeHQSgpM8I7NqgGyd+5p6vWpoaGhoaGhoaGj8EWaavEO/e/evHs0/iwMHjHP39o1eBBRHnzx5jM4N5Y053E+6NpQH5JR75JbIiD/2G16vFwnBSa5TUB6RXaKi/sMH9Tfie+xrv1uNWuMfgrU1XtziPrnB2QVCoTDXVOVasUlNF6YBiur0UapgQwylOU999vCSjOygEZl4SWkuUIbzAITF2TOTgfiSicePIShIxy9s4y75OEhN0lp+xC7eqKb8JsKNy5QA4FhAPbV8NR14d/0lDdyV9f593JjDKgBypo+kks8JnpCNt8W64ew8FICVo5Mxl/4ANGE7DoSr/cVgQyFukJnnpOMtAM9j0vKctGTkFWMYR2GuU589AFTwfUw3jmKBQEiI2o8rQYxiNaOYDEC0riL9Q8YD4EA4n3Ek0qC0+5DcBOBOChSpqmhszNSVE7Almv7MZg4DyMET2rOKlXREB+TgiVqv9Ut48gTCwqBSJWN7d/evn+ak+JkRJCOCifxIH+YThjPL3X6gSuBxAKyIpRpHqMQJBjOTFXRiKL/ABaX9wBIXmVltC4xfoBRYGBWHA6Id2UEjwnEiHCcKcZ14LHlHOsO+h/OMrKTkk9omDisOUJMdNKIM5+hiv47jceVw1QcQgjMnqIQNMdzCi0205C75GMdPLKY77gSAZWO1r1evdUxnCDbEMLD2HSKy5GfvXrh8GYJxpQ77yMRL9FgQjiN+pCAVHwjBhXS8IdbanunxQ3hFRppaz2A0E3hBFuqxh9S8Jwo7rlEYR8JJRgQL6MNUhvGMrJymPL6kYRw/4UYQYa6j1XEFBhrnP0WsL/XrQ5o0gKUlAOMYw3Eq05jtxGGFYEEq3pOeN2bza4qp0tm2w07M+TCKdno46KdnkkGNPfntaPYeUdSX13MVBz5zmgrsvrmMX3pApRL2PMXDrN/XpOcCpWnJRrVMj6W6nJxg+jObtbSlK0tIx1vWO/fkcWhq5Rz/DHXrgoODctzbtikqbeFxtoZrYCTOFmF46W9SncPk4y5R2HGRUgD0ZgFz6Ict0XRnibrfSOyYQ39OUolwHDlETQCmMJx+zCEAdyyJx9/Fi/FzvUmbFjp3hkLcZB911X6iscGOaAAy8pJAvStWk8YzPs1byu5cjOWeHVTlKC3YxFaaMYuBXPn4hoKG9o8ewcaNEB8PdsntKMpVBAucCCMMJ7qxmAHMVvdngbCKDvRnrlp2Lb4Q8+bBqFE6WrWCRYuSPMUaGhoaGhoaGhoaX6VyZeOynd1fN45/It7exuXDR3R0ApwIZ2ZAe5ZRh5Zs5EV4CrVOCvyoxAnekwafx+Dl9f37DA4GN0IBg23A9v91CP87/BeMn38p/zrPxocPVYv9yRRNE4URiqvrV8MXBWQ3dRXPQi6LgJTnpHjwSa5RyKyqg4MoIYOGgmy6J2bbZ9sOlSJckWSEyy7qyWz6SXM2Sl12y8TaRnEQN0OKw9Q6X7l+6JM0ZqsMYrq8a2EMaz699JFZ35U5anzTg/ENxVOyiA8F5GCuAQKKQu8zMpvluPvJeaZk4KVYEy3XivWU96SUQJJLfLUaIiBHqSw5eSBtUh2R0jaXpSLHJZDkogeJxlrt5zmZ1OUxjJVqHJKNNDfzHpzBQGnADjXcu5duoWymqUxkpNnxbNigJJa9edM4H3/kzkzIj2iak+9w6vaJTnNbVssb0qrq0gkfR0cRGT3aWGDindWr4n2zugmh2RGVaksUNmZzk/CJxdLs+pvlMEqinDwkDguz66k381ThHBA5SmX5kfGyrPBCdf+vDcJeNkSJbNkiHToo612yHpeH5JDrFBRQvCbHMFYqclx2U1dW0EFASfibkAvwNGXVcObiXJQ91FGXA0kuO6kv+6ilHkhGXgiIkscDREaMEGtrZfHZMzEe8KZNxpNx757EYGU2Hwnq35bEyiraycPZB756Lq9dU8KW16xJfJv+xE+JypwIEQHp2j7aeP2AVOVwkrd6Pm6Lb57KZh6qAlKbvQKiCsTMKbZO3T7fkM6xdm2R0FAT78u2iyUbj8WCONmXfYC64Tb55Dwl1aTM1TiU5HeOqSjVburKatrKr3QXPUq490sySDDOsr3aImUeSylOtwXwkTzclXCU1AWm1+At8svKVMOlVi2RESPELMNzgic0iGyZ+16d8+vXRaZNUzw444ePlFT4ijt+4u+R86vfl3Poq4pjZcigtE3YXKjQ99/DGhoaGhoaGhoaGhr/P/r2FfH2FtmzR3m++JlhksX6lfH5vflDOUMZeUsaaeuwTS3/o+HPnz8bnwFCcfzPHszfDM2z8V/M4YvOtOUj3vhQmTtMYzDZeMIoJlGSi9yNzMprUmBDDNcpTFreUZrzXKY4AIKOahwmGltu4s0pKgIQjwXtWUUoznTc0whrazhfryzx8fGU4yzodCDQkg24EoR33FWW0YYIHHAijP7MNXoA1V9C3i6l2LsXihaFot6x2Fm68O69Bdtpghc+zLCbw/Tp4OIC5YpFcYOCNGEbz8lKVp5RiBv8wlDycY+mbGEI0xnLWA5Si5m6pQA8JyuxWKMDTlGeZ2SlqDxiAW2IxQa7iEBS8wGAEx8Hko27zKcPj8iFR+r0nJuwEbp2hVSp4APYEEtmnmNJPPfISz1248Ut7pGXI1TnCNUpwjWy8QyAqxRlFw35hSGcpSyWdrY0j1zJXuqZnbMpU+D2bShZEj5+hOjorzq9/Sa7qQ+geM0ZSGUbpC5PZzB2RPEDv7CWdgB0YjllOUtHVpE6NbyN8SQ9AkBoODg5KW0d7PVm+7IjijissE+dHIhBgF4Wv7JXX5sIklGf3ZynNNMYprYZ+HkiXVzXsIVWtGOtWr6APiylCwW5wU0KUYNDxGNFmZf36ZxwHKmgDWv5hCcP3zgwYAA0bAi5Vx0m+7PHPCIHoHhT3qYAJ6lEczaTjafUYj9FuMYoJhGAO7l4yA/8QjvWEoIL9dirtn1GVhqyi3S84Q0ZACjCNdLgy1WKKl6az9Kybp3y78TVFXSG+aIFTH4OK1dCjrQZOEyEeoyFuE4nVrCIHrRlLR1YzcIHt8j5lXNZWHFEpkABGDIE/P2hZfKDpA28TXcWM46xat391OImBblAScaMjMPCzob2LWOgAkSQzKxfS+K4Sz5y8QhsC7KEbtTgMACDmU4OHjMgXUdyvz2iXB85z9P/SmsAypeHGzcga1awNXlb55TGiSeG+Sd9JRKcdstxhmBcmc5g3pOaLDxP8lj9DR6YRbhKPfbSljXsow72RHKSiqymA1MZSo1UikfzhQuKx+BtvAB4RE7eko40+PIzw7Ehhuw84aV1GAcOwIEDULFFbqoCi+mGHgumMxh/PMidu6PxHBVSPgDrHvWljfUmGjYQrM4I5TjNWcpRgou8JR0fSEUc1vRjDtHYwc6d0KABABkywOvXMGDAV06uhoaGhoaGhoaGhsafxlyD2eHtW0hviHCs6XGT5++V57uirbJTNlt5yN6FwF5uACynE3nyrPhD+7O3hzAcWUx31tCOrjFgY/P/P45/On9rY+PYsWMZN26cWVnKlCn58OHDXzSivz96W3v8SM5RqlFA95FBzKAYV2jOFgBKRF1SDYsJ1GWPmQFsC01pxla6s5grhrqW6FmF4cG8rvDhA6SOPYkOPXosOevRiNSfbrGRVtRlD27xfgTiRnEuUSohTjeBZMlo0EB9NgesAWtcXsXTm/ncJR8HXudj8ErD5sd2FMSHLixjOkNw4DMp8FO720ozcvMANwJJxXs2xTcBoEOl19ieiOYDKSnPGcpzBiIs2UpTXpERxwhjyO8630qsYJa6Pny8A+HlO/PQtSqOga/J1a0cm2lGOt5Sg0OE4swe6vMZB35kIttR9hmD8VulG0uowCmKcI1kRDBZhrOPOlTnENbEso+6dGQF4Tk7IaK4yFtZKZ8/QjS2LKQXxbnMAGZzhnJY6jyxI5Io7GmS/DgOwW/pgxImnY0npOQjru6WEKCEcmed3lPtT6cz9j2t3V3qHujBFpoxn77osSQWa2xsbdlOIwJxY5jNbBZE9VLbuBGgLrdgIzp7e2yshTjD104t9lOIG1ygFGl5xw0KMy/ZMPpFTAGgUeqLQB4ArK3hJgW5Rz7eBx5n/1rw9YWfrBWr1zSG4kQoPzOCvNyjFgcozHUy8ZKNtMSBz6ylLR1ZRU0OsIFW3CMP70hLNY6iQ0871rCRlpSwuMwlfXHKcJZ83KU2+/HAXzVKhj2/zIJmynHFfhE9f/OmMo8ejlbEYU1KPnCH/GrI/UkqoEMozDUypP595/XjR8NC6Yn8eKEmkxilbnN0hFrhB+nAKn5kEnfCY1i0CB7cs1LuQwK5TDFsiCEDr3ErngO5/EgdbHVAj47llt3pGr+IuuzB0/Ey22mMDf/X3n1HR1l0ARz+pfcCCUkIhFCl19CLdARFQEBBEFBUQEVABKSIFKUIFkRRQLDRFQEV6b333juhEyCEkkBI9n5/TLKbpSaQT9p9ztmzu7Pzzsy7u28gNzNz46kV78/atXDpEuTLZ//dHDwYYmMhzNO2rQEZMnCOAM4ShDMJZOModZnJh3zFVTz5kbf4lN7UZg6jaQuY6wRgKF0BEyC9SAbOE4AzCbgThwNCkfAY2raFUaPMDgitGctPvEkEmwBoxgQm8Jp1KEU8D1gfD1lbmV8Yz0RM4PQgOcnJYSjyJrfz15oQpt7oRPZnhVwrx7GcZwFYQzm7eqcJMQ+8vKxlw4aZLRFSLn9RSimllFIqteLi4OhRM7khf/6HPZrHS3w8NG5sJi2l/OP/B29eZtZnSb/g1hOo9xkAw/o/x2eHPiAbkcD9BRuTf2/uwpcAvJGgwUZ4xIONAAULFmTBggXW505OTneprSrWcOdjPuUzerMxNh+Lk2awJQvBFqh9nZ/5hTf4h3pk5iSnCMWLK7hzjTzsI4xj/EFjujOYqixmDG9bj3VzgzyOB9hvyU1ZVjPUNcW+ZZQkmgycJAs+XCaKTAygF04k0oNBZPX3txvTb7/BDz9AvXpOFGczI2iPz14/nk+u4O3NWFpzgNxM4lUOkot3+QGA2szmBFnoTx+eYw6nCKVF+CnW7QOHbGHk4AieXGUtZchANFkST9KfT1hMNSacf5cuDGUzxcnnehAX4rmBKyVKmJllW7c5ULFxOBBOB4Yxn5rspgA5OEwDZjCErmThBFVYykX8cCaBGPyYTgM8iKM2c2nEn0STkd3kY2x8SwRH+tGHSz9PI/tXSynboSnN30qfz/4I2ZnBSxwgN3OozVKq4HoknudLneXG7gO4ftIdr85vMI7XiMeV1phobvwXEyg5AjZsIHmOHm0YhadnW1vj169TiRVUYCVd+II2jOZVJpFllQ/fUguAWdfqkI19RBHIV3QmmozWwyfSjEuZClP+1L/E4sw5AnDhBr5c5jLenCOQU4RQxm0LfWL7UogdNM6VANiCQe35jrMEkSOgODNHmT32QopWIRfn2U5hLuNrZlsSRxt+JCvH8COGnRRiIdVwxMzOTMQJN67Th34UZzPzqMkZgmnBeBM89wukZPQ8VlKRlVTkN1ryJ7b9IyuH7GP48DIcOwavvw7vv29mz02cCGWS4vj9PrjIMy3L4Eq8NdAI8C7fs4f8LKEylSvY9n68l6tXwcvZmV9pxXHCmPVPIhkzOZExI/AM5OAwvlzCwzsHAJeuODKTF8nOYUqz3taQoyOCAx/wFRYcqcNsPImlqON2uiV+TgF28e+1avRMCgQWmX+crZNvP6aPkiatLmnnwy7eoQxreXvxF2wmOwDNXP5gzI2WrKM0F/Enmgy0wcw63pUURAa4gtmkMpoMHCY7rfiVtxjDOFowiWaUZD0D6MWKqVF88Rc0bQrh4fBv383WNsqwhqt4MYSuZlYj2fG8GsDKlSZQOvgdZ2ug8SWm4cNlBHBIuUFmCi++CNmzQ7HiDrwf86ndawPoyUlCCeYMzZgIwIHoAA7MMeN66aW7fpRKKaWUUkrd1ebNUKGCeXz+POb//CpVzp2Df8wcEQYNgqFDwdMTaratANHvQblynDgBWU3qAfYX8aYY8x64XweEZkwgHldcXV9+4PaeBI98sNHZ2ZmQkJCHPYzHhk+gGzWZz04KUsgriuNXshCWlDilE18zjtfYSUE8iaUI24kkG/G4MpFm1noALzKTC2QgAJMBIy977frJkAH2+Zai5MX5rKUsl90n0Y9P2E5hOvINednLDOrjQRzzqcko2gHwPe/x0aTjBO8zM8CaNIHPPjOPCxeG0hzhFaYQkckCSakb5qzx5y3GAvAT9jOR/qQR13AngAvMpTYJOFEsTyznnSFXbvMnhli8KMwOwCTJyMVBosiEd1wUQ5OClnjmoSsfQJUqsHgxAOXL2/oZTkeKsJU/aEw2IokkG90YyruMoB5/45e0IexCqtOQ6ZRmLbWZi0tS4piP+Jx8Lgd57fqvhHCaP3dl4VzBLERUtP/8Pv4YBgyA+vVhxoy0fPJmGXAt5pKf3XxDJwAKu+1jxIxCbN+elT3nTpKRZyjNOp5hP3/SkOm8RM31udmwwbQxdXIi9b6sCGXLQsql3EnrSx0RwolkIxGcJxD2mJcDiSKE04yiDbsowHA64sMloshEDH5EkwEnJyc23igCgDdXcCMegJ95g44M5xWmMMWjM6WjzbJe/FtZu79xwwQJ/Yghi98Vunc3s9uGfBzBSarxI28xjhZkIoqjhANgwZFrmB2V3bmGF1eZRFNqMh9P4sz58jKCA9H483LS7F9cXenPJ+whH7/SijzspzoLOU9GXInH268B5Sa1IFs22LnTTNNPnqrv7W3+mpY7rxPuXONXWuFHDG0ZzU4KsAfzp0kvrqbqz11z50Lt2knvQUVH3mMEl/GhWEQvMmc2fc2lFn3oRx1m45DHBFRz5YIxvIk/F+3aO3fJlc78Yl1G/y0d8OESlxyD8CDGXCdHbPX93K5xLxMuvsAYmponKRLm+LnGEXkjG1VYij/RTKSZ9bWhdOUjBhODH02YwgSa05DpeBBLHJ4UYjv5kr5cTiQSgz+xiZfIkwdy5zZ/PWzcxJkSU8rj36IeBcb14Efeog0/kod9Zln3cbhazPznIqHyeuofGUZVFjOFJgQRxXt8x3A3D263Y0HduvDvv/Djj7AxvrC1/FvaW2cGA/xJQ4bSlVFNzPXh7w8zZ5r/IJYoYf8zRCmllFJKqdTQpDD3LzTU9vjkSbMlFcC5c06ca/8d/v6weoWtjvj40pqxxOPKV2chKOj++v2SDwnmDN0YgrOzBhuB+0lD8d/p06ePeHp6SubMmSV79uzSpEkTOXjw4F2PuXbtmsTExFhvx44dS/UGlk+MpN1JLcWKWxNnpEwCcbdbR76WIE7LcNrLEbJZX1pKJfEjWoI4bevHz0+WU0GmU1++zDVCBtBDnmemgEhPPpPp1Jev6SiD6WbXTftm52xJM8rbyleuFNlLHtlFPpGmTa3dzJuTeMtQ11FS9nkVsyaGGENrGUdzScBRLCtWyl9/icycKXLNxVuW8Kz1uNf4TfrzsXxBZ7Hc5vy3UUimTRPZsUOkVFI+kJ7tzklPPpNJNJG3GWU9x+RbJ76SNoyUXeSTjRSXcqyUNoyUA+SUZVS0Jt3ol+Er60F2n0kKLVqYspw50/6xF2S7gMhEmsqXfGCSfDzzzC1JRqqwSASkN/3M5/H8QVvCjN9v3/asWSKNvWfJ1+7dJSEgSH6mlYzgHelWd6d8yFA5RHYJ5Ky1ndqOc6Unn8kvtDTPmSU3sueWf0PfkrnUlBNklgjWSxlWy0jaWI+r5rZCbpCUeOjbb639p9x09/LYKdby7uUWS2N+l4VUlc58IR0YJlspLIupLKcIliosEjAJYpyJFxA5Tqjd+3GSEOnGYPmEvqYgSxbbNQRSlM1SknVyjqTsPa+8IjVqiLi6JiWISSExMemBxWKXBKcEGyQnB8zhTDaFq1ff8zMdONA2zgDnaAGRFZSXv/8WGTXKJJJJfj0BR/uDQUbxtjRjvHTmC8nFfqnvNc9avykTrY/fdRopTZhkff4BX0p9psuX5f+45xh/+ME2hgnVx8pe8kgs7iL588t+cllfa4utYgKOt/0R5E6sZOGY1GCe3MBJzhIoJ8gse8kji7r8K25uIj4+pt/Zsywy/acLcnn2chGQRVSxtvMGYyWz81nZv98kfpEvv7R20oMB1nrLl9/+nI4cSRqPu8i0LO1lBO/IfnLZvpspfl6mHH/OnCJ16yadb9t7vnVKKaWUUkrdIiHBJBH96SeR+PiHPZrHT7Zs5v/j//xjK+va1fZ/9m+/NclRS5YUmTdwvbX88OH77zOYUwIiWyjywON/lKUlQcwjHWycNWuWTJ06VbZt2ybz58+XypUrS3BwsJw7d+6Ox/Tp00cwq0Htbk9LsDEqSmQ0b8lvvCbjc31i94twcTbeNsCW8taSXwREhtBFYvCRUbwtI2kjkWQVEHF1TrB15utrPa5Sxh0CYs3c243B1qzRE3hVBOQsgbKNQnJs/SmZO1fkuedE1q8XCQ42v6Rv22aa8+aSSJMm1m6uXRP5jnetw2zH9yIg2wMqyyxqy0FyiID05DN5mSmyavR2a90LHqEiIMPoIMGcsgZUXLgupwmS9gyX3vSznkd3BgqIdOxoAhGLFomc23bC+npu9gmINMNk6U0O8CXf9pHb+qQCywVEmjBJOjBMZoe9LWVZJZ5cuWOwMSZGZPhwkePH0/7Ztyi6VSqwXNa2+8ku+vHPPyLFi5sfuj7ESDiH5Us+EB9ixI9omdR1o9SpI1Kvnsj58yYu89VX9v+wDRmSoknnozKIjyQaPxMwS3ohE2cERPKzU0565BQBmUhT63FZiRQpUECWU0HeZpS1vCDbZRJNrM/rlzph7uvesPYfHy9SPft+qem/Vi6euWYbWF8TIBzLG9bjk7M+p8xwXZitUp4VUoxNcgF/OUug7CS/HCZcPqerCeYRJTH4SCnXzVKUzZKAo9zAydrGeZIyudevLzdumIzMIiJ//SXy+ecme3Sy06ft+weR3OyTF/lLQOQZ9siMLw/c8zONjjbXR0iISG5nc20tpZItYNhUpBibJIL1ch0X+4NBwjhqNwYQ6crn8jo/SSRZZRgdBERecZ0uKyhvrfM1HQVEXs21NlXfvbFjRYYOFTn1Zi9rR10yj5MGTJOBdBcQiWC99bWUGajtrgWQJTwrI3hH1hMhU2kobRgpU2koUSNNprjs2UWuXxfx9zfH7Jm40dpAOIfFjTjZRDGJIsDa7sXPR1rrROMnrq4WAZE1a25/Phcv2q6DqwVKynIqyBKelcVUlkk0kY0Ul3E0l24Mln70ll++viBHj4rExtr+YPD997dvWymllFJKKfX/U726+f/4wYO2CUT58tl+55g/31a3WTNTFhZmkQcJGfVrtEU+YpAcb9L5wU/gEfbEBBtvduXKFQkODpYvv/zyjnWe9pmNmzebiyUzJ+T3Qv2sF9RHDJIEHKU1Y6xlfkRLG0bKD7SVImwREKnDvzKG1lKKtdKQqdYrMh5nM+vwq9kiYmZw1XGeK7WYIzH4SN9Cf4gTN6Q1Y+Q0QXKI7FKd+VKQ7bKMivYRhatX7cb8zDOmeNIkM6YsHBN5+WX7E2vQQIZ5dpfOfCGHCRcBec1rmrXJ8Y4tpAyrBUT+GLRfypY1f6m44hNi1/dZAqUNI+UtRss2Cllf6sWn8g4jrM9ffz1F31FRIiCHyC7tGS69+FS68rkMp71cw1WKs9F6nDeXxJeLMpI2EsF6cSNOZvOcCMjlQmWtAbk7BRsfRNRZi+yaf1xOnrDYGs+WTWrUEMmVS2TTJpE1lLbruz7TZe+PS833wU9k8mTba7GxtrbXrLk1MLSXPLYIMchpguQsgWb2l5eXfEx/qcgyGcqHAiJeXBYpUsQafEr+6w+ITOYV+Z3GUtljjW1s9e3PL1cuU75iRYrCpKl/ycdUY4G8wD+SnUPyNR0liNOSkXOylcKym7zShz4ymresY15GReuxfflELuFtfb6ScnIZL5lHDfmRN63l3XJPtRtXcnnKr+zGpPhXFo7JbvLKLGrLbvKKgNRkrvnODopM9WdrsYjEhOaTw4TLBfzlp59EypUTOXVKxALyHLPleWZKdLSpf+OGyDYKSUWWiTeXJD87JSuR0sdtkMwt2VNApGiGo3KGTLKeCBkWZGb7lWSdSJs2so1C8j3tZMFzQ1I9RhER6dhRPqWXNOIP6/vyE6/LJJrIPGrIBfxlPtWlLT8IiJRmjeRjl4BIZRbLELpYj/uMntKFIQIiHzJUZMYMeecd8z7fuCESGGjqvdf4tJRhtbzDCLsvqCXF9+LIp7/JRoqLM/ESxlGJixO5fNm0czsffJAUmO0qsitPvdsGRpO/bwJifePFBMa3bTOfmVJKKaWUUuq/lZhoJg8kJtr+3/7NNyJTp4qMHGk/sWfIEJE6dUSmTXuwPnftEgkMtEiRJ3tiY5qCjY/8no0peXl5UbhwYfbv33/HOm5ubri5uf2Ho3q0ZMhg7k8RysosL3NuR0DSfnWxACymqrVuDP7WjLDJZvM8b/Mj6ynNHvJxkswspxLxuLKFYrRzNTucOTjA7IRaScfUoVXeNfTd0ZifeJMxvMUUmrCQGlRlEZVYYdcHHh52TwMD4eJFKFQI+tCPIXSj+9ZXGZyizsnvptEpq9mDsQ6zWUkFLjpmsL6+2aUUVa8vpjFTOXTqA86fh1KloOeOviSQwLe8jyNCJs5RiB3MoAH/8oLteIozK8Xzpk3NfnkjR0K5Ej68hydf8wHf8T5tGGV931rxK5sx+7U1YwJzeY7zBDKRZmykJABrKEse9vPlmc5EEURLfsXrnVb88AN063bPjzTVfv3NgS5dstCkCbxBLd5iDBXObuKoGxw8aJKMuGEhjEiu4c4XdCEbkQRk7Mf774OPD+zZY2svZS6mMmUgMRGuXYP2WaezKzozJ8hCjpAwSrKFi/gzmzoUYDcAFnFgIxGsoBJNmMIe8pKIEwviqnCKzLzOz1RjEYXYwQUyUpjtBBFF4cyx5D/0L+7uMGaM/fmJmPuUWbK56VqvxTzeYgxD6MY5AjmDbb/Xv6hHP/pSjM1cw53GTMWLq5RkPYk4MYq2TKA5M4PfpO6ZsVRIyqKejaP8nJyJPeVAbhIWZnscEGC+DwGcJx97CeA8ayhLS35jK0XpwDfUfPaF27ZzOw4O4Ot4hQwcwYITJ2vDG0lDSsSRuZiNHRMTTVl0NBRhu/V1x+TUP4nOzO91kYwtrpOhcBaCqr1H0MiRnP/gBfjI7Pu54kIBqjCC3BxgT9DAVI8R4K9xl+jNMABeDN1A3ZOjqc5CsnGMOTxHBBs5TE7AZCMvzmYG8DEAPRjEWspY25pGQzyJpTwrOUJ2lh8M5fvvbX299prJ/DxrtT+HKYtH0j6c1vesenX2jzTf2W8+KMbXSVmrTzlmuec+OFmymPszZ+DINfMdcuYGjliIx/adK85m8yBFNmoXF7P/rFJKKaWUUuq/5+hoslGnVKMGFEjKUWmxwLhx4OwMHTpA164P3mdsLJw756D7babwWAUbr1+/zu7du6lUqdLDHsojKzwc+ne9zCdDfbgWno9lPMs8alGDBTRiGsPoRH3+JoxIFlCDsqwlmgz0YCBRZCInhyjCNsY6vo2DJYEJNKcbQ63tD+sgJL5ngh+/uLfj9WsjacoUViYMoTazseCIA+DDZQqyg+wcITMnOU1mAOrxF0P2OZA3r23MK1faHv+BP6fJzOUbtqv0zBnIktUWYerJQNZTmk6ekzh8OTsX8af49S0A7CYf64M6sH+/ydo18ZoJCp4jkLKs4QOGsZ88LKI65VjNTgpwgYxYcKQ069hKUZpPbUjRovDVVyZJy4wZbnzEVQDysA8fLvMa40ymKeJ5n+GcIAujacNVvMjJIZZR2TrefvSlDGtxcTCRoN9oxf7O0KIFZMuWHp+64eZmzvniRaiNSbKyPj6RyRNMgpVChcCXDUQmJVC5QAau4I2Tq5M1wcnatWZD4sKFb81f4uhokm38lOMzHKPXU43FPFMR9uEPmIQsAHG44xl72XpcGdaSl30ARBzYxDXcOUI44UQCsIYy9GQg+dnNh17zTZbpEPD1te9//34T53NMkdGj0z/V+CNFYqNKLEdwYAgf4YCFngxkFeVx4zo5OcQ7fM8/vEgHvqUD39KJr1lBRYbQjU8wWYdf8FpCBBs4RWZOkoVIwvHhMq8yEVfi6ZVzJtDY2uftYo/h4TCB16zPN1CSevxjfZ6bAwRldrr1wLuwBGfGctwc4+JiK3dwceG3Gy1IwBlv758B810I4gyuxHMDF2syHklIoFgFL7YnvcfP1+1DbN5PmPzcWQ5/ZK6lI/EdScSZ67jdMbCa0qBB0LMnvPkm7L5sEkFVYyFDn11O3OR1vM2P5OYAYRyzBhobMJ3pNCQRR2uw8Tda4s0V1lOSUE6Sn91cwo/XGMd4WhCw5BSVOtv6zZULKleGagWiKf7D23zMZ3gQS1UWs4ryFNx5npW5TV13d9t5dK67nyFD8pEtm/mjwu28+abJNJ4xI7yQ50MAxvh3pfHFH/mSD3HhBl0ZSjQZiHbOhK+jC2n7NJVSSimllFL/bxbLTZNVgAMHoKXJl8np0+b3Zy8vW4bq+5E/P6xfb/972lPvP5hped8+/PBDWbJkiRw6dEjWrFkjdevWFR8fHzly5Eiq20jLNM8nxalTZi/EgwfN/mzJU4eduCFnyGS3DnBxppflX+pIFAEibm4yk+dlDK3lgH+ELKTqLcsGQwPibB2BlGOl5GenRE5eKQKyirLyGT3lL160HvQMe+zaGDnyzmM/TZBsoYhE1nrTWrZly63LF2swT37IY0v6UNh1j4RxVHaSX04v3iXLl4ts3y7S0/sbCeW49bjP6SrrKCkTaSrbKHRrw88/b+130SIRNzeROnUs1iWmhwmXLRSRC/hLCCfFgUTZSX67pZsO3JrQBkSGZ//C+tjBwdy3bp1+n3vHjiIRESLffWfrc6Z3E/nlF5FKlcQsQa10StoE/ikybJh8yFCzLLjZsXu2HRcncvKkyJkzIucjakoQpyUTZ6zJMF57TWQ4799xqWly8pVy7hslgvVymHCZS02ZRW35jdcETHKQ9Xmb3XEMOXOKBAWJRKZYfdyq3F4BkU/oK1soItH4yTVcpTNfSA8GyGHCreMozkZpwDS7/T9B5AL+0pjfBUSaM04kt23fzUVUlX70lpk8L/L++6Z8/fpUfR5/U1d8iJHCbLUmhwGzd+VRwtK8Medvg09I98y/yNovl1uX6FosIpWcVkh5VsgF/O0PSHGScbjJGTLJRXytxUm7AwiITBl7Wb5J+vwa5t4qWygiKygvJ196957j+vxzWzvtgqdJI/6QlZQTad9ehtPe+tr3tJNBfGT92bCcCtKbfjKMDjLAzbblw8f0lygC5EOGSlvXn2QE70gj/pBR72+//QB27pQYfG753hUOOGGrM2GC9Wdh1oCr1jrJ+27eTetWCZI9IEYmDT97y5e7JOvMdTbz3u0opZRSSimlHo41a0wOg5o1zbZHFSuardMWJO2KVKjQg7WfnPj2zz/TZ7yPqidmz8YmTZpI5syZxcXFRUJDQ6Vhw4ayc+fONLXxNAYbk0VGilR0XCH+XLD+fnyc0Jt+Iy9sexwQINVYICAyMaijLOFZCeK0lGWVrCdCQCQsk32wMfn2xhsiXh4JEh4SJyDyOj9JF4ZIIGelG4NlEB9J9aoJUqaMRebNu/OYX8+3Spo4T5XoFTusZceOibRqJfLKKyJ5XA9LWVaZfitXto0hIkIOkV32k0tiN+22NRgeLlspLPnZaYJ8JIoHV6UG8+Q6LnIJb4nH2dbOjBl247l+3ezrFoOPbKCEZOOIeX9oat1/MTloaQFJxEHmUEsWUcWabTk5G/WYN1bIYLrJcJ+edh9BekkO/I0Zk+Kz8fWV3r3Nw3LlkvYRzCJyYeZKa5XcWePu2faECbYmD0c0sj6JiTH7YcTHixRgh7XOTsdCdueY/J5JrlxiAbu9EXvTT+ryt4BIBqeL1vLJk+3H4O1tyg+kyKtycMhU2UQxOUMmqcRS67H1mCHjaG4XaAaR7BwSAeuegS35RS7gb339T16SxVmay0yel8t4yTGyCJiEQiIicuVKqj+PlMlxbr5NpaGc3hGV6rZEzD+MIDJunH15cnD7FMF25decPMWXi3b9lmWVODqKODmZ4HHyRsmvNU+UH2grGTknb+ddKv35WECkTa4F9xxXcuZmELlSppr1yYk3e9t9JuEctnsTkhPz3O52iOwiIPGh4XKuSFWJ8go3X7QU3n/fBNfnjDlmlzQHzB8VDr45wFb599+lF58KiJR6Jtpa7+zZNH0Etwy0MFsFRJYsSWM7SimllFJKqf/M33/f/vfvqlXT5/fy5HYmTXqwdh51T8yejZMnT37YQ3jsJCaavQguXoSffoIVlgrkDIxha0QbnOfOZD95OEguruDNEbJT0ikRVxw5QRayugk5OYQDQoxbENmJ5yjhuHOd/eSmEVMJKFseCAVgJwWIxZMC7EIErsY5UapoPDVOj6ESy1lHac6RCXeu0d1xKN0XDb7r2AEmHipHfAIMzUbS4lwznfmXX5KeRDSCTWbvtV9W5OINllCQHczJ+BV16MZe8rFkRySViyfVd3WlCNuZSmMWUIP1lGI8ZsnpdF6iKVMA2EgJsnMEjwQXUu4ombyU+DpulGQjYJanOpPAVooCEMg56jODv6lPLg7QncG8xVjWUwqef4HLs5YRhwc+XxzFs6M3hIfz8jWoXx/atLmfT/n2eveGd96BIkVSFCYk8OqrpszHx/R54gQ826GotUrLuhdI/kz37YO8ec3+FTdu2JpJOR0876aJuHGN6bxEdV+IiTH7OzZymI6/XOQdfuAZy246MoxtFOEAuTlGNnp4fsOrFrNv4XhaWNv7lE+YQDP2khc/9wQ2XPUDYNIkaNLE1u9zz5m+UsqZNR4LWynBJrZSzFr+N/WpwhJOYjbfm8ZLOCC4cw0BRvIOI3mHJVTmBf61HpeH/VQ5tZwL+LOTAmTkAiVZjxOJlClTlnXrvFixAipUuPtnERkJrZ1/gwT4osVWfhrnzC4K4ul0jdhEdxrzJ3P3XaVWwbu3k1K9epAvH+TJY18+0act2y9n5wjZCRbbMoFrbn5civWzq2sJzUoeH9i7F5o1g169zH4l2cIdOUkoXRlK96KH+WJvGIFE4eNsvw/i7YSHm3+e4+PBta4Te8iLA8L7C15jOc/Y6nHU+rhF0ncglBNcxJ9YvHiRvynEDgbRk8Js50O+JHd8DC23fUXNagnM87P/5+rAAdi4EXYfcacwLqykPNsowlmCeJF/yJmpga2yiwvPM4ujhFOoUlmqveTPpUu3LtW/nZ07zT4uWbLAHpaxgZIMoBc/8wY5OcQGj2dxqnjx3g0ppZRSSimlHoq6daFvXyhZ0r68cmVYvBjatr3tYak2bBgsWGC3lbv6D4KfD9XTOLMxOTL/7bcibdqIfPyxiDRvLgLiyjW7yTkNQlZLZk7Ylf3JS+LrdNn6/GdayXYKyj5yy7XFq6z9JM8a20QxWbBAxNlZpGTR6yIgv9NY8rFLWvKLdYl2ajRuLFK0qMjSpXeoUKGCdaCf1rTNmpr9wrcSwXrxIUZW/W5bFnylUBmJxk8SMeuWr+Ihayklf9BIejDAenwu9guI1Cpx+6lOxwmVYE5JIGdlF/kkA+elADvkX+qIJ1fs3r9Ap/PyJy9JB4bJczn2SIjvFen83HZZvNjMxvr551S9FWk2ZYpZzjx+vEgUAbKMirKdgnZ1bjeLbNPkvdbXly+//V92LBaT+LljR5Fg1/MCIjN5Xi5csE6glDhX39t2sJc80pCp0ibHPJHwcGum4hFO70sDpklp1sgeklKSV6wobdqIhIaKjBplP4asWU2VDRtSFP75p8TjbO3uDJlkHM3le9rJbvLKYirLRoqLYJb4u3JNQjkuWyksO8kvv9PYbrhvM0qqe64SECnCFhlHcxlHc9lHbmudN96492dx/Lip6+QkEr9hq7WDAzXbSWZOiD8XZOPKe88oTencOfP+9+ljX36KYAEzwzGlVi4TpDBbZS41Zf06i+xfcESuX7PYnW+yrUlDDOaUXKnZQAbTTfrRWywvv5KmMcq8edbZv/kDzkgAUfIzrURKlJAjZJMtFJFnWWLtfwyt5T2+lSKuu+UyXiJgnYHYnuEyNdQs7a5S5dau2rQxbXRtGyNgZtYKyDVcZSoN5XyXgda6Cwestvbp4ZaQplNassQclzfvrV/vvOwWcXdP23uklFJKKaWUeiQcOmR+Bz52753F7mrqVOuvs0+0J2YZdXp4GoONBQqYL3rfviIxMSLnz4tce6OdCNj9onzzEtPk2ySaSBHfw7d9bVxf2xrWfLnjBUQy+cTK2rXm9bAsiXZLJFvxs3xOV2nrPEZGjxZZtuzuY08OIPTrZ18+ZIgJtOwq+4b0YIDkZ6d8+OJeyZLFIpkzi9TNsUNe4k9ZQ2nzEyOJm4MJrq6gvFzEBMOS96Z7hckygB5Sgg23DcAku3jRLPX9kKEiIBspbn3/plPfGnRYT4S8xWjJ4Rt1y/vm4CDSrVv6TNG+k48+Mm137CgS5GCWeBd1321Xp2hRU+ezdsdsg7lpa4JRo0QWLrxzPytq9pWSrJMW/CqzZ9uaWeNbU55lidThXxlMN6nL37KIKmJ5622zR+GmTdLU6y8pxDaZS02JcfQXAbmOi5whkwlK3y6qlGTgQPMeptzqcNu3S+QT+ko5VspQ917WJfFhHBUQWU+EdYDJWwGkvB0n1PoZJt8s+QtYH/s4mf39VlHWWjZhwr0/i8REkR07RA4fFknYvksOksOuj/f41qzPT4Pt282xGTPal58kRMI4Ktk4Ylce7HBaQGQrhe3Kf/tN5MUXRb7/XmTXLpFVq8z9e3wrvfhULlR5yTrO+MavpmmM77xjO8cdbYdLOVZKSdbJCTJLQbbbvQfLqCjrKCkg4kacXMZLLuAvxwmVedQQEHEmXl56ySz9/+MP+76uXzfvyYYF0VKIbVKf6SIg7zDiluts+Lu7rGWOjpY0ndPgwea4F180+0kmX/vzqS7rKCni6pqm9pRSSimllFJPluXLRerVE+ne/WGP5P/riVlGre7Pu+/C9OkmW2v79maZ5DP+fXkTH9ZQhtWUoxTrKcI2+kf8zcKNfnzE5zSqcQmnBXNwAJo28iTk54GcIcTabgDn8PK2pXJavNyFzJnh3BUP8ueH5cvBKTEBqsCL/ENWjpOdI1RgFSQASUuGz5yBoKDbj71wYXjhBXjmGfvybt3M/Tf8ZC1rnXEHx4+b8Twb5slyGvIqkyjjZMsL6+xo4XoiVGQltZnNKNqSkQuEc4RAztGTQfRkEG0ZyWja0rPZYSCHXd9xcWapryOJDKUrBdjFbvLxGy1ZTykWUo1n3I+R9doBStIGh0tv33JeImYZ8/9T3brmfS1RAr75xrzBfoXD7eps2ZL0YNNZGJn02M3Nrs69lnZnCHZlA6U4Qnbey2Arj/bKyrJLlQGYzfMAzORF3rQIY3FgzCbYEJ+BA2THi6v4Wi4CMJ+a1OVfSrKe9U497thvj9u8NGNjVvrTB4AcDmdwIcGcEtcBs/x9MVXYSUEycoG51OJl/uASfgBk5QTbKUQzJjCR5gCIgyOjeZsbuLC05mCi58zD+6VayLS7vy8pOTrCqVNmxX/5cF+2Usf6WnYOk5sDZu15Gnh7m6n/Fot9+enfl/PzK29Qulct4CNreWv3SYyMa8lUGpNyZX2LFuYGZsuF3bth9myowhL+oj7TfArzOj/jxnUsLvbfjXu5eNHcf/01FIw+x0YiiMeNRJxIwPxz05kvqcgKKrGC82SkK0OIdMyBj+UKjiSSgDMOCACCAxcumKX/iYn2fbm6mgzr5PHgC7owlcaMpC3OSd8BV6cESOqzbKGr1uP++vIgkDvV5xQdbe7z5DE/Bz7lEwDicaETw/jjRiyfXr/lMlJKKaWUUko9JSpWNDeVwn8Q/HyonsaZjSm9+qr9TK7X+E1+cHnfVtC/v+1x/fpSmcWSg4Oy/tUvZSFVJRNnpDNfyGrKmDrbtlnbjo01s40mTBDZs0fkm29E2raxiBeXpSTrZA/PyEjaSAgn7cZw9eqdx3v6tMmiHRtrX/755yJNm9raGMsbcnTsfOvr016ZKD/QVg6Q027q29U6jeRtRtn1/xWdZBVl7d6YV5kgfkTLzz333TKmK1dEOjBMujFYxtFcXmaK/EoLKc5GAZFZ1BbJnt3aVrVs+6xNDxxo62b6dJETJ0SOHr3vjzPVBgww71l09B0qbN4s13CVeJzFcvzEHSrd3rk+w+Ub3peRtLErT/keN2XiLbMImzYVmR3eVv6gkZwiWKqxQCqyTMbTzFqnXdg/aRrL5CFHrcfmdT0oAZhZpT2dP5eNFL9lmXRjfpfNFLUr20QxGUAPAZE3W92wS5q0d69I+TIJ0qhR2mbDiYi0b2+aqVkp1q6/BBzva3prnz4ijo4iHTrYlycvL785Sfa8fknLwUNOS/fuZkl37972dQIDzbHTpon0bGPeu47v3ZBxNJdmjJfJjW+aTngP27eLeHmZ2bXSu7fMo4bMoJ7UyrRJajJXruAplqQ3YjzNxIkb8hyz5Tih1vfHjThJwFFOEySREQ3k8GGzdP7cuTt0arHIYLrZvccdGCbxg7+01Um5P0CKn2GpsWiRme27fbvYfaHPk8H6NI2TVJVSSimllFLqsaMzG5XVggXmvlauA1gOHmY8LZiW0Ih2fGteCAiwVXZ35yjhHCEHloBMVGMxZwk2dc6fN3VSZArx8IDGjc3jSZOgY0dwdnYgAW+u4M0ynqUdo3iRv5kW+j575x3l/Hnw9LzzeKtUgT17zCatVarYypNnNr4eNRTnhXMox2queDRn+XIzY/ClMqfo+Ht+1lKG/qddCDN5QfD0cWI0bXmF36nPX8TiRWe+picDOEcgqyhPVRZznKzE4I93WMItY/Lygla+Mxh6qQ1DkmaOZSOS+vxFCTaRmVPMc36eDfhRgZUsfO0XGDAAgOPHYc4cuHoVcuaE0NBUfGjpoGfP25evWwfHjoFzpC8Nkmb/LVh/mepZUt/2hhJtcCwwlvINMt6xziSaMYlmXMUTb8yssqVLYVLIOhyObrKre4Ts/EU96vM3y6ILp34gQJPWXjTpZma3vuHzN7+cfxGAgQndyMgZuvClXf0cHKYI2zhNMDsdi+Bjucg5Aqnltoy2J8DT05l2Yb3ZTihD6IbbJVi11olsp8z38tw5k0AnU6Z7jy0y0ty7utlmA096cwGVlpziOq5Mj4Rs2VJ/rs7OZlZj3E05W/LlA3//W+tna1KOD87Gkzk82Hr9fPop9O9vq7NoESxcaJLPZMoUSIY8EBHhzF/HP2PiX9kJz36DJrc2fUebNpnv+jffQMRHTZjLM9Rzncu8KJOx6UqNl/DaOIvfousyjYYk4kw8rmTmFFspQlG2cR13JtKMAM5Tyk0Y/K0J6X311R06dXDgWZbxGb34is5cIIBQTuLinuJiS5nhKDnrUypVrWpuANu7/MqlL0aRp+tLLBy6kcJsow6zcXb+6O6NKKWUUkoppdTT5D8Ifj5UT/vMxpAQM/Nmc4ef5BTB0ozxUsDrsHhzSUBkXMf18h7fSjlWytt5FktVFkof+kj3F3cIiDzPTDmao7JtRs/+/da2P/lEpEEDkRUrRNauFXnlFZOM5iA55A8ayRC6SA3myWf0NJuupUJEhIinp8iCBXeo8Pbb1rGM67bNOqw9n8+QTJh9CretSPFZt2plNxvpF1pKUybKHzSSDgyzvuTBVXmHEbJp0+27nfadLYlOJ76S1/hNZno0lp3kl6/pKGFuZ6yvty6+Sa5cMTMiV64UGTvWzMxKSBC5dMnsAfmw3DzbEESWLEjbtKxGjcxx331nX37ihMjhQxa5ckVE8uQRAbGUsO2TmDGjiKV0GbtZhsmPD5JDfqaV/Fn807SdkMViPZHJ2T+ytpfT+Yg0YJqASHPX30VA4nCTL+gsn9HTzC708ZERvCMg0qiMbUfgUp5mb8HP6SoXLphZf//+a3u/Xk3lNoZFiiTtc/r9JfmDRrKQqiLjx4uHhyk/fDhtp3rxosjJk7fODD5yROSll8ylkdLZs2Y7zqgokTp1TJ8310kWFWVmTYL5ni5ZIvLVV2ZCYFpER5vv+6xZIh07mGQ0Pd6/LE5Opu0TkQmyPJNtT8gNlJCL+IoFJBEHicFHhtFBQKQ68yW6qq3ulSu37/PIEZGqLJQX+Uuu58grV/GQWNwl4dvvrXWur90sUQTIOTI+0AWYPJbk2aQOJJqZmkoppZRSSin1hNOZjcpq7VozkzDD+Cs4cYYJvEaT0I3s2p8dgCkbczMTk/993+nrnMeNylkPseOc2atxFi8wOv4s4/mFomxl8FEP8idtd/bvv7BxI+TPDwMHwpQpSZ1+dphqLOIo2VlFOcqxBhKCUzXeDRvuUcHDgxVU4ByBXI23zVY6kxhIE6bgxnVCcnayln+xrx5nKUB7viMbx2jFbxRhG33oxyZKWOs1YAbf+/aA4u/ettvCz4UydCiEnt2C09A1NGUKxyy5acVoPmAYSZMEAdh5Lghv71vb+O47s4cmmJDF/9PEiTB4MLz0EvTrZyv/5x+z9+HAgbBn1QX8fCyUfzYwTW1HRMCRI7fuUWdmbSbN4ps7F0aMwKFTJwgzRe3bw66oFgxZ15UrHkH0iuvFm4zlGu5k5wg5OQzBtdN2og4OUL06bNhAk44hNPnA9D8uuDstTwwCIMbJzMBMwNk60zEjF6jlugl/LpKfXZxMyEXu3GbWYqeA8TSPHcxHDOFQD1i2zLyXw4bBF1/Yzwy8m+eeM3siFizqTHH+BGBvdA/i4syejsGpuySs/PzM7WbR0WaP1ptnzbZvD7//DsOHw6xZd2/b19e2F+TFi9C6tZmVu3lz2sZ45ozZitLNDV6s58DOXeCSwRsnJ7PnYsXKThyOMptfFmAn58q9SMnVfXnG5RB7b+TCl8uUYBOF2M5CajD19DY6dTLndvNelcmuXYPFVCODy2VcP3iPHh3i+YoP6TZzK58nXW8zjxWlEecAWLMHypRJ23nd7PhxKMU63LlGIk7oP6RKKaWUUkopZaO/Iz3hrMs0vdytZYWyX2XN/qO8yiT8qnVi5gpT3v/DS5w4706l55pTOjaRNaujyMVBBpx4A4CjZKdL7EVrO88+a4KNQ4ea4FVKAZzHiUScSMSHS3idjeN0OpzPuujcVOIbAMZ57mbvXhP4+n54EaZQgYH0IFNm29d61K5KHKAhf/AyMz1eoWDcBi6QkX+oR0F2sJxK7CUvYRy76/LKUqVMEGbfz1c5zUka8icF/M6T4+xhmjKJ4iUcabupDecIJPexg7dto2jRpPcm4LYvp6vmJtcJ+/bZBxvr1jU3gBdfvPMy6LupUcMs0/7sM3jrrdvX8SyYg7i4Lyi2MEWZJ3Ta9w4LcGT8J8dw7dGN2szlMNn5gK/JyAX6yNo0jWXWLHhhodkrYPzp7UkpXmDClXoAZOQ8nUMmwmFw5xqvMY7xtOBdfqDm1eVUZyYzqcs/DbbQqbcbBw/C6GfWEUgUjlg4diyY3bvN8umOHc0ttYYMSX7kYS275m6ihUFBZhuC9BAcDDVrms8lJV9fc3NwuP1xKbm6wvr1ZkwuLnD9OsTHm0BeWsyeDR98AE2bwo8/mm0cFiwwwb21a+HwYQjwvkamK4dZ1O4Pdtb6ABqCc/as9Ng/kBu40I8+/MA7VGIFnx95hf1f373P0FAYORIcHX2IcwwgHrPlg4uH7eeAi6vtTYiNTds5pXTsmDnHDBmgwcvlicVTg41KKaWUUkopdRPHhz0A9d949/cqeHOZb+hA70a7OLo7jsEHX6FJSzd+L/Mla8p05N1PAslf2oeoKx5UqetN1Ji/WfPdRl4INdOb2jCKnAVsQctatUwAqVgxWz9xcTCc93mZPzhAbjIRxRV8uCJ32agxDTovqWd9HBSQyDPPmHFkzuNDBu94XN61T6X8en4TvDpCDl6Kn4IDQj/60I3P+ZTe5OAItZlLQXbdNdiY/FJUrBeZOcU3dCTe3Ye6zCQfe+hWegl+XCIXh6iV76j1uD/+sLVRrpyZublvXzq8EfcQHm7uW7b8/7Tv5XXr3psDB5rAVvPmtn0Ft2yBN980mXzz5YPgEPMj56RTGGspzTIqcZgcDKcjfenHoUtpm2WZcv/Ck1d86cA3FGcTODnxPsP5lxeYfr0ODgguJFDPYwG9+IznmMP8a5XozufsIR9uHiYztJ8fZHE8RRRBnCGEDz80GaAfZK/N2FgoGHIOB4SpR0oxfTr89tv9t3ezwoVh/nwzzpQqVIBLl8wk09T44QeT3fm778ws5eXLTUb7tMiYFL++etXMRCxVyrS5bJnZL/Ljj+F4lDu79zkTNKwnmw/58d57MHeRK4PpwZd04Us+JBNRtGYsjQKX3rNPHx/Yvt1kUa8+pBYOCD/xBr1aRFrrvPCCGcO//0KRIndp7B6yZjUB9saNYXVQA/y4RBHnXfffoFJKKaWUUko9if6DZd0P1dO+Z2Oyt2tHWvcb6/nCltvWSbH9nZw5k+KF5s1tL1hsWXmjokRq1xb5/Xdb1YsXbVU3UlyyEil+RMsez+Lpcx6lNktp1sg8aoisXm332vHjZt/AhIQUhW3ayG+8Jt0YbLdP4QZKyHVcJBEHEZCibBYXrsuiRbfvd9cukc2bRQa22Ckg0pCp0jX7FAGRDxkq8t57YgG5jotc/HOBjBhh9swTEZkxQ2T+/Nu3+/9y/brdR3WLuDiR118Xadbsps/6ASTvRQhmr8revUXGjbOvs3GjeT00VMSF6wIin9BX8rBXQKQyi9PUZ1SUyNdfm0zNrzx30dr/z8W/sQ6mRqbN1vJhGfpay/tkGiEg4kOMjP8xVtq2NW3tfb6TLKayRJJVZsww1SMi7v992bPH9r4MGCDy118ic+aIJCbef5sptWlj2m7b1r58xAhT3rBh6tp5/XURFxezF2e9eubYUaPSNparV0U+/FBk1SrzHYuMFDl2TGTLFhEfH5Fff7Wv7+Vl2wq2EGYP1hwctL1hOXOmqt+2bZMyWbskmPeCH0SWLUvb4FNh+XJzHvPniywYtE5ApFDuuHTvRymllFJKKaUeNbpno7pF33fOEDlnJ3OpjZOzA9Onm1lPNWuapY3x8WaGVMWKZunktWuwcyd4e0N4yoZSrMkMDDRLClPy9IQmTMaTWAQHjhNGAOfIa9mdLucxutkSWP+BeeJkv3Y7Z05zHpGREJa0TyAnTtCCf4nDHd9gT34/8yyv8wvZHI5TS+axlCq0ZixbKQbcug9hsvHjzcw9P688+HAJV+L5MHgybY/0IJBzLDgxkJqYjRhXhQjvNrQdW79+upx6mtwr4e6OHfDLL+bxJ5+YZb2pNXUqdOgA5cubx8natDFZiBs3Nq+VL3/740NCzNLfcyfN+9WfPkynAe8xgsCkffVSKzAQOnUyjz/rIvw+F0I4RfVCZ2i5+Vc2EkHD0EOUjvqXDERTO/gARJv6fbOOoV/Uu1zGl8UrExnzsylvvuQzJuLFVx+ewPusbcz3y9PTZK92coJXXjGzPOHOexCm1ddfm2zS1avbl7/1FjRpkrpl1AA//ww//WSifAsXmmvBxydtY/H0NPtaAowbZ2bW1qoFLVqY2bATJpgZl88/b75zb7xhxufuDpNpyve8S7yzJ/kSduPGdbZGVUpVv23amPc2ds1OlveaTVnWgG+5tA0+FRo2hMuXoVUryJ+/FAUKwOTf3e99oFJKKaWUUko9RXQZ9VMiNI8Xf9KI0wSTLSiOhg3h9ddh0yYTYKxWDbp0gRUrTKDut9/M8sfs2eFIYEkOk51IwkhIuHs/Li7wBV04Sjj96MNqyrKEKtzzwNRKudGds32s3NnZBHScnFIUxscTjwtOJNIr5yS2Uoz3GMFZ39ysoSwAP/EmOTjEgaDyFC9++24tFtN1pw8c6UtfVlKB78KHMpfnyMN+uq+2Le/++59URnceopTByLTuIenkBKdOwYkT9uXDhplAVcql4zcrUcIcu2kTbGjzIyXYSO2wHTTgL06QlantFt754Hv44BMfLpSpw+HKbxBWOjOHyMkuClIs9CwD+JgufMnLJ77GiytspAR4e1MMs0WAu6ftR+ENVy8A+v6YhbfegkWLYMyY+x4WYWFw9qw5by/TNE5OqQ8C3ounp1km7H5TzMvV1Xy2GdOwNaeDg0leM22a+YND06b3Py4vLzMGBwezx+Hly2YPyS5dzFYCK1aYgGiGDLB0KRT8axAjAvrQc1R29pKP/eRJkXXq7ipWNMHWwsWcKMpWNhLB2kOZrK8fOwbPPGO2MniQPRu7dzf3ffrAtm2wa1f6BY2VUkoppZRS6kmhwcanhb8/XsQSzFnksG1PwRs3bFWSZ7fFxpoAQLKBZ98iJ4cJJ5IjR+7dVfSgUSyiOmt9axHOURZTlYkJL6fPebi704wJlGIda3bapl2tWwcvv2z2hEu5v14Lh/G4EU/3Qv+S4GIClacJoVDMSq7jzjxqkp9dlGQDuTh4x6QdgwaZ9+WTfk6c6/EVx8jGZY8gruBNFEHkyXiB/v2hdu0H2xPuv1KkiG1ReWDatkmkShWTGOjPP+9cZ8IEE8z+91/78h9+MDPdfvoJCn//DhvXJDDrQF6uffYF5yvUS5lVJVVETKKali3h4mUnMqyZjfvi2XRaUJeVVKQSy6jkssZa/5qjF7F4UZKNrJEyvMcISrCR6jVskb8uXcx9hgwmUFa16oPNbEwpJMTMwkuZtOdR9iAB0ZdeMolm5syBOnVMsPGPP2zBvldeMddt//4weTLIi/WIPRpFUJOqtGkDcXjyys91UtVXvnwm8/cNN2/+pBED+JhNB3ytr8fEwP79sGaNyYp9vzp3htOnzWc4bpyZ2R0efu/jlFJKKaWUUupposuonxI7TmRgKe+SnSM06xzCoZIms66Dg1l+7O9vgjZ9+pgZfI6OJkBw4wYMGuRtbcc5Fd+YrG1fYGI4ODi4c+DV3HTgW/Kyh2bpcB7DlxRhEmb64ZVrR6zlZ87Ar79CRIR9ogz3bCaC+vWOmrQqN42zOOLONTI4XsTbcokaLGANZZlPTebGPctz9+jf0RHef98sp7x4IIHlv3rxMZ/SpqYHYb2LpsMZPvoyZLAPRt9OmzYmqLR+vZl1lywqyiQzCQ2F1q2doEwZoi9AwMcfAh8S7w4uaRiLgwP07m0e165tZuLGxjpw0d1EB8uxmothhfmFroRxjN+f/Y4y//QiHjea7PqESHxo5zCSl16KsLYZFmaWJifPQkwP335rglyvvAKjRqVfu4+ylIFKxxR/1urRwyxDLl3aBO7at4eCBU0AfMcOBxYtgpIlYfRoE6xMjU2bkh5cykAt5uFHDIVLtrC+XqiQ+Uzz5k370vCbBQeb+4AAs41AVJRZJq6UUkoppZRSytBg41Ni+Xp32jMCgE3BwqBBttcOHrQ9Trm8NmdOc9+pkwmS5M+fulk8tWvDnj0mqDSTmgBUZimQ78FOAjh20UQK8rOLYoVsgy1WDAYMMDOcUho61CyBdXCA4qtHIEmTeU+Flyfk8GoAjhJOY/4k6MpZztyj/127zJ50mTNDiWfc6U8fKrCCT31TmfL3KbFqlZm9N2CAfXmDBiaYV7o09OoFa9dC16621wcMuDWr8r38+CNs3WraTN4PccpkNz5PbI8Pl+kYO5YxST/qFr51hTX/lOWyc0Y+Lb6AyIUQ83wz4uNt3/3MmW37QKaXDh3Mff78D5bZ+klQpYrtce7cZgk0wDvvmPu6dU0Qslq1O++heifTF/rSjlGUL3KZilXtw9bp/ZmuWweff26+0xpsVEoppZRSSikbDTY+JZKDMADrNzhQvETqjy1WzNxS68oVk3zm6lX4nI8A6MUAoG3qG7mDlnWiqDjjQ55hH4GB/1jLw8KgZ89b6/v7m6W2ANk8L3AszqwZdnW2MIjuWHCkGouoyHL8HS8Dz9+1/zNnTCKN/Pmh4VhXXuZ38rMbbtzgiy/MbL7OnU1inadZ0aJm37+bFSliW2Y+ZIjZynPrVvj0UzNDcc+etPf11lvmfsUKW1l4dgfWt/oOiwW8F9vK/bJ4U1w2gwhjjzkQHg6T/vXl28u2vSvHjTO3F180s1jTwxtvwObNULly+rT3JOrd23wP6tY1+yFu3WqSDaWFp6e5v+rwgNMXU6FhQzhw4MFnSiqllFJKKaXUk0aDjU+JGjXgu+9MwCN//v9vXz/+CIcOmT0gn2MuFhxxck6f7UELP3Odwvxtnthlgrm3I6364Djye/PErRAD6ckVfAjlBKGcZEZiFeDuG7rlzm0yeCckgF+gC10ZylaKsuZoYbp+buqULWv2JVR398orMHGi2TOyXj2zNDtXrvtvL1s2ePttyJoVypQx+yOeOWOCVl9/berMmWMyZlet6kC+fGb57o0b9jN6V682s3Jz5Hiw80vpp5/Sr60nVa9eZnajg4O5frZvN59p3bqpb6NqVZONPnmp8/9TSAh89ZXtjxlKKaWUUkoppQwNNj5F3nvv/o5btw7q1zf7nS1Zcu/6e/dC69ZmOfXs/lvhk09g6oz76/xmhQqxmCok4EyZGMH3HtU3bYJ//jEzO5v1/QTWroY336RNnxCu4ENVFrGYapwkC9dw517b9IWFmfOLjITxExy4TkMG04NOuxbSubNZkp5ymai6s88/h0aNTIbi06chS5a0zaC9WbZsZp8/MJ/7maQ18X5+tjpjx5p99qpXh7/+gh07bm3nuedMIpuUs4HV/5+bm1nCDmaPxYSE1O0Rm5KrK1SoYLJ/r17NHbPLp6f0yiqulFJKKaWUUk8KDTaqezp61ASDTp9OXX0XF5OoIywMphX4mHeDelF1siOT6j/4WM5e86UaZl3spgMHKV7s7vVHjjQzLQGaSbA1k8SMD6IBGEYn9gRXwfvMAVyJT9UYypeH8+ehaVNY228P9fiLwkV9af3lfZ3SUytrVnMDW8Dmiy/gww8fvO01SQmoq1Sx32e0bFkTbFy4EObOhePHzbLulAHi+vXhwgWzBF89HH37wvffQ6lSaTvOYjE/p27cgEyZ/i9DU0oppZRSSil1Dw4iT/YisEuXLuHn50dMTAy+vveaB/fkunTJNsPr5EnbDKLUiI+HgQPNcsaSJdPW76+/wuuvJ81ynJ22Y29n/HhbMoa92+N5JkWSmNvZt88se+7Sxay6fu89MwOuV8hYZN06GvEn235cR9f3r1Gykgej5t177WxCgtmbMS4OimU7z/V4B86fScQhSKMb9+ull2DGDLMH3oMspU62YQP88gs884zJaNytmym3WMz3IS7OzKL8/nuTsOXEiQfvUz0arl+HU6fMHzvSuNOCUkoppZRSSqk7SEt8TWc2PiVSJixJa0IDV9e0ZwhONn26ua9T5/6Ov1lgIOTPL5QrbblnoBFMsOnoUfP4uefMfWQkvN0jAdaNxgGI8snJpmvgeyN1Y3B2Nkt/LRY4HW+yisT7QRoT56oU/vzTJBZKr78HlCxpC4wnB7kLFDAzKBcsMM8nTTLBxubN06dP9WhwczMzq5VSSimllFJKPRwabHxKODqaJaM3bvy3mZLj4sx9ei1JrV0batd2ANI+ZallS7P/ZJUqcOy5t8jh8DZ+3omM8zaBqA8+SFt7vr4m4Y6Xl1k6ru6fo2P6BRpvVrs2rFoF+fLZl7/6qkkkooEppZRSSimllFIq/egyavV/tWULXL1qZhg+SnuorV5t9l4Ek517924YMAB69kxbO02amABmv34mmKmUUkoppZRSSin1pNFl1OqR8SDZhe+kalWzhHnq1PsPYH79tbnv2NHM+PT0THsyCoBdu+DIEciY8f7GoZRSSimllFJKKfUk0WCjeqxYLLBkiXl85cr9Bxtz5jQJc8LDYdiw+x/PvHlw9izkuHdeGaWUUkoppZRSSqknni6jVo+d4cPh3Dno3//+24iNBXd3s1egUkoppZRSSimllLozXUatnmgdOjx4G56eD96GUkoppZRSSimllLKn87qUUkoppZRSSimllFLpQoONSimllFJKKaWUUkqpdKHBRqWUUkoppZRSSimlVLp4LIKN33//PTly5MDd3Z2IiAiWL1/+sIeklFJKKaWUUkoppZS6ySMfbJwyZQqdOnWiV69ebN68mUqVKlGnTh0iIyMf9tCUUkoppZRSSimllFIpOIiIPOxB3E2ZMmUoUaIEP/zwg7Usf/78NGjQgEGDBt3z+LSk5lZKKaWUUkoppZRSStlLS3ztkZ7ZGB8fz8aNG6lVq5Zdea1atVi1atVtj7l+/TqXLl2yuymllFJKKaWUUkoppf7/Hulg47lz50hMTCQ4ONiuPDg4mNOnT9/2mEGDBuHn52e9hYWF/RdDVUoppZRSSimllFLqqfdIBxuTOTg42D0XkVvKkvXo0YOYmBjr7dixY//FEJVSSimllFJKKaWUeuo5P+wB3E1gYCBOTk63zGI8e/bsLbMdk7m5ueHm5vZfDE8ppZRSSimllFJKKZXCIz2z0dXVlYiICObPn29XPn/+fMqXL/+QRqWUUkoppZRSSimllLqdR3pmI0Dnzp1p0aIFJUuWpFy5cowePZrIyEjatWv3sIemlFJKKaWUUkoppZRK4ZEPNjZp0oTz58/Tv39/Tp06RaFChZg1axbh4eGpOl5EADQrtVJKKaWUUkoppZRS9yE5rpYcZ7sbB0lNrcfY8ePHNSO1UkoppZRSSimllFIP6NixY2TNmvWudZ74YKPFYuHkyZP4+PjcMYP14+zSpUuEhYVx7NgxfH19H/ZwlFIPSK9ppZ4sek0r9eTQ61mpJ4te00qljYhw+fJlQkNDcXS8ewqYR34Z9YNydHS8Z8T1SeDr66s/IJV6gug1rdSTRa9ppZ4cej0r9WTRa1qp1PPz80tVvUc6G7VSSimllFJKKaWUUurxocFGpZRSSimllFJKKaVUutBg42POzc2NPn364Obm9rCHopRKB3pNK/Vk0WtaqSeHXs9KPVn0mlbq/+eJTxCjlFJKKaWUUkoppZT6b+jMRqWUUkoppZRSSimlVLrQYKNSSimllFJKKaWUUipdaLBRKaWUUkoppZRSSimVLjTYqJRSSimllFJKKaWUShcabHzMff/99+TIkQN3d3ciIiJYvnz5wx6SUk+1QYMGUapUKXx8fAgKCqJBgwbs3bvXro6I0LdvX0JDQ/Hw8KBKlSrs3LnTrs7169d5//33CQwMxMvLi3r16nH8+HG7OtHR0bRo0QI/Pz/8/Pxo0aIFFy9e/H+folJPtUGDBuHg4ECnTp2sZXpNK/X4OHHiBK+99hoBAQF4enpSrFgxNm7caH1dr2elHh8JCQl8/PHH5MiRAw8PD3LmzEn//v2xWCzWOnpNK/VwaLDxMTZlyhQ6depEr1692Lx5M5UqVaJOnTpERkY+7KEp9dRaunQp7733HmvWrGH+/PkkJCRQq1Ytrl69aq0zZMgQvvrqK7777jvWr19PSEgINWvW5PLly9Y6nTp1Yvr06UyePJkVK1Zw5coV6tatS2JiorVOs2bN2LJlC3PmzGHOnDls2bKFFi1a/Kfnq9TTZP369YwePZoiRYrYles1rdTjITo6mgoVKuDi4sLs2bPZtWsXX375Jf7+/tY6ej0r9fj4/PPPGTlyJN999x27d+9myJAhDB06lG+//dZaR69ppR4SUY+t0qVLS7t27ezK8uXLJ927d39II1JK3ezs2bMCyNKlS0VExGKxSEhIiAwePNha59q1a+Ln5ycjR44UEZGLFy+Ki4uLTJ482VrnxIkT4ujoKHPmzBERkV27dgkga9assdZZvXq1ALJnz57/4tSUeqpcvnxZ8uTJI/Pnz5fKlStLx44dRUSvaaUeJx999JFUrFjxjq/r9azU4+WFF16Q1q1b25U1bNhQXnvtNRHRa1qph0lnNj6m4uPj2bhxI7Vq1bIrr1WrFqtWrXpIo1JK3SwmJgaAjBkzAnD48GFOnz5td+26ublRuXJl67W7ceNGbty4YVcnNDSUQoUKWeusXr0aPz8/ypQpY61TtmxZ/Pz89GeAUv8H7733Hi+88AI1atSwK9drWqnHx99//03JkiV5+eWXCQoKonjx4vz444/W1/V6VurxUrFiRRYuXMi+ffsA2Lp1KytWrOD5558H9JpW6mFyftgDUPfn3LlzJCYmEhwcbFceHBzM6dOnH9KolFIpiQidO3emYsWKFCpUCMB6fd7u2j169Ki1jqurKxkyZLilTvLxp0+fJigo6JY+g4KC9GeAUuls8uTJbNq0ifXr19/yml7TSj0+Dh06xA8//EDnzp3p2bMn69ato0OHDri5udGyZUu9npV6zHz00UfExMSQL18+nJycSExMZMCAAbz66quA/hut1MOkwcbHnIODg91zEbmlTCn1cLRv355t27axYsWKW167n2v35jq3q68/A5RKX8eOHaNjx47MmzcPd3f3O9bTa1qpR5/FYqFkyZIMHDgQgOLFi7Nz505++OEHWrZsaa2n17NSj4cpU6Ywfvx4Jk6cSMGCBdmyZQudOnUiNDSUVq1aWevpNa3Uf0+XUT+mAgMDcXJyuuUvKWfPnr3lLzdKqf/e+++/z99//83ixYvJmjWrtTwkJATgrtduSEgI8fHxREdH37XOmTNnbuk3KipKfwYolY42btzI2bNniYiIwNnZGWdnZ5YuXcrw4cNxdna2Xm96TSv16MucOTMFChSwK8ufP781uaL+G63U46Vr1650796dpk2bUrhwYVq0aMEHH3zAoEGDAL2mlXqYNNj4mHJ1dSUiIoL58+fblc+fP5/y5cs/pFEppUSE9u3bM23aNBYtWkSOHDnsXs+RIwchISF21258fDxLly61XrsRERG4uLjY1Tl16hQ7duyw1ilXrhwxMTGsW7fOWmft2rXExMTozwCl0lH16tXZvn07W7Zssd5KlixJ8+bN2bJlCzlz5tRrWqnHRIUKFdi7d69d2b59+wgPDwf032ilHjexsbE4OtqHNJycnLBYLIBe00o9VA8hKY1KJ5MnTxYXFxcZO3as7Nq1Szp16iReXl5y5MiRhz00pZ5a77zzjvj5+cmSJUvk1KlT1ltsbKy1zuDBg8XPz0+mTZsm27dvl1dffVUyZ84sly5dstZp166dZM2aVRYsWCCbNm2SatWqSdGiRSUhIcFap3bt2lKkSBFZvXq1rF69WgoXLix169b9T89XqadRymzUInpNK/W4WLdunTg7O8uAAQNk//79MmHCBPH09JTx48db6+j1rNTjo1WrVpIlSxaZOXOmHD58WKZNmyaBgYHSrVs3ax29ppV6ODTY+JgbMWKEhIeHi6urq5QoUUKWLl36sIek1FMNuO3t559/ttaxWCzSp08fCQkJETc3N3n22Wdl+/btdu3ExcVJ+/btJWPGjOLh4SF169aVyMhIuzrnz5+X5s2bi4+Pj/j4+Ejz5s0lOjr6PzhLpZ5uNwcb9ZpW6vHxzz//SKFChcTNzU3y5csno0ePtntdr2elHh+XLl2Sjh07SrZs2cTd3V1y5swpvXr1kuvXr1vr6DWt1MPhICLyMGdWKqWUUkoppZRSSimlngy6Z6NSSimllFJKKaWUUipdaLBRKaWUUkoppZRSSimVLjTYqJRSSimllFJKKaWUShcabFRKKaWUUkoppZRSSqULDTYqpZRSSimllFJKKaXShQYblVJKKaWUUkoppZRS6UKDjUoppZRSSimllFJKqXShwUallFJKKaWUUkoppVS60GCjUkoppdRTqm/fvhQrVuyh9d+7d2/atGljfV6lShU6der00MZzN6VKlWLatGkPexhKKaWUUo88DTYqpZRSSj2BHBwc7np7/fXX6dKlCwsXLnwo4ztz5gzffPMNPXv2fCj9p1Xv3r3p3r07FovlYQ9FKaWUUuqRpsFGpZRSSqkn0KlTp6y3YcOG4evra1f2zTff4O3tTUBAwEMZ39ixYylXrhzZs2d/KP2nFB8ff886L7zwAjExMcydO/c/GJFSSiml1ONLg41KKaWUUk+gkJAQ683Pzw8HB4dbym5eRv3666/ToEEDBg4cSHBwMP7+/vTr14+EhAS6du1KxowZyZo1Kz/99JNdXydOnKBJkyZkyJCBgIAA6tevz5EjR+46vsmTJ1OvXr1byi0WC926dSNjxoyEhITQt29fu9cjIyOpX78+3t7e+Pr68sorr3DmzJlbziGlTp06UaVKFevzKlWq0L59ezp37kxgYCA1a9YEzLLybNmy4ebmRmhoKB06dLAe4+TkxPPPP8+kSZPuel5KKaWUUk87DTYqpZRSSimrRYsWcfLkSZYtW8ZXX31F3759qVu3LhkyZGDt2rW0a9eOdu3acezYMQBiY2OpWrUq3t7eLFu2jBUrVuDt7U3t2rXvOGMwOjqaHTt2ULJkyVte+/XXX/Hy8mLt2rUMGTKE/v37M3/+fABEhAYNGnDhwgWWLl3K/PnzOXjwIE2aNEnzef766684OzuzcuVKRo0axdSpU/n6668ZNWoU+/fvZ8aMGRQuXNjumNKlS7N8+fI096WUUkop9TRxftgDUEoppZRSj46MGTMyfPhwHB0dyZs3L0OGDCE2Nta6t2KPHj0YPHgwK1eupGnTpkyePBlHR0fGjBmDg4MDAD///DP+/v4sWbKEWrVq3dLH0aNHERFCQ0Nvea1IkSL06dMHgDx58vDdd9+xcOFCatasyYIFC9i2bRuHDx8mLCwMgHHjxlGwYEHWr19PqVKlUn2euXPnZsiQIdbns2bNIiQkhBo1auDi4kK2bNkoXbq03TFZsmQhMjISi8WCo6P+zV4ppZRS6nb0f0lKKaWUUsqqYMGCdoG04OBguxl+Tk5OBAQEcPbsWQA2btzIgQMH8PHxwdvbG29vbzJmzMi1a9c4ePDgbfuIi4sDwN3d/ZbXihQpYvc8c+bM1r52795NWFiYNdAIUKBAAfz9/dm9e3eazvPmWZUvv/wycXFx5MyZk7fffpvp06eTkJBgV8fDwwOLxcL169fT1JdSSiml1NNEZzYqpZRSSikrFxcXu+cODg63LUvOymyxWIiIiGDChAm3tJUpU6bb9hEYGAiY5dQ317lbXyJinT2ZUspyR0dHRMTu9Rs3btxyjJeXl93zsLAw9u7dy/z581mwYAHvvvsuQ4cOZenSpdYxXbhwAU9PTzw8PG57XkoppZRSSmc2KqWUUkqpB1CiRAn2799PUFAQuXPntrv5+fnd9phcuXLh6+vLrl270tRXgQIFiIyMtO4XCbBr1y5iYmLInz8/YAKcp06dsjtuy5YtqWrfw8ODevXqMXz4cJYsWcLq1avZvn279fUdO3ZQokSJNI1ZKaWUUuppo8FGpZRSSil135o3b05gYCD169dn+fLlHD58mKVLl9KxY0eOHz9+22McHR2pUaMGK1asSFNfNWrUoEiRIjRv3pxNmzaxbt06WrZsSeXKla3LoqtVq8aGDRv47bff2L9/P3369GHHjh33bPuXX35h7Nix7Nixg0OHDjFu3Dg8PDwIDw+31lm+fPlt96BUSimllFI2GmxUSimllFL3zdPTk2XLlpEtWzYaNmxI/vz5ad26NXFxcfj6+t7xuDZt2jB58mTrEunUcHBwYMaMGWTIkIFnn32WGjVqkDNnTqZMmWKt89xzz9G7d2+6detGqVKluHz5Mi1btrxn2/7+/vz4449UqFCBIkWKsHDhQv755x8CAgIAOHHiBKtWreKNN95I9XiVUkoppZ5GDnLzpjZKKaWUUkr9n4kIZcuWpVOnTrz66qsPezj31LVrV2JiYhg9evTDHopSSiml1CNNZzYqpZRSSqn/nIODA6NHj74l4/OjKigoiE8//fRhD0MppZRS6pGnMxuVUkoppZRSSimllFLpQmc2KqWUUkoppZRSSiml0oUGG5VSSimllFJKKaWUUulCg41KKaWUUkoppZRSSql0ocFGpZRSSimllFJKKaVUutBgo1JKKaWUUkoppZRSKl1osFEppZRSSimllFJKKZUuNNiolFJKKaWUUkoppZRKFxpsVEoppZRSSimllFJKpQsNNiqllFJKKaWUUkoppdLF/wBrYi2uUxJ4XQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(Ed,linestyle='-',c='r',label='drying equilibrium')\n", - "plt.plot(Ew,linestyle=':',c='b',label='wetting equilibrium')\n", - "plt.title(station['STID'] + ' drying and wetting equilibria')\n", - "plt.xlabel('Time (hours)') \n", - "plt.ylabel('Fuel moisture contents (%)')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jY3_eeBRc91p" - }, - "source": [ - " " - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "id": "PQKSRvRSAlBJ" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n", - "plt.title(station['STID'] + ' Precipitation' )\n", - "plt.xlabel('Time (hours)') \n", - "plt.ylabel('Precipitation (mm/hour)')\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "id": "Dwbt4UXfro5x" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 nan 9.99900000e+03\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 2.11780963e-01 3.37612349e+00 7.65368785e-01 1.46232200e+01\n", - " 0.00000000e+00 3.63216038e-01 5.35815321e-03 0.00000000e+00\n", - " 5.81764222e-01 1.18612397e+01 2.05358153e-01 5.35815321e-03\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 1.07163064e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 7.32178060e-02 5.35815321e-04\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n" - ] - } - ], - "source": [ - "print(rain[1900:2000])" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "_yRu_7WvHc6P" - }, - "source": [ - "Precipitation from RTMA is in kg/m${}^2$. 1m water depth over 1m${}^2$ is 1m${}^3$ with mass 1000 kg thus 1 kg/m${}^2$ is the same as 1 mm of precipitation. RTMA values are accumulations over 1 h so these are values in mm/h. So 9999 mm/h = 10m/h makes no sense. Replace anything over 1m/h by nan and try again." - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "id": "XPYO_Iuvc91q" - }, - "outputs": [], - "source": [ - "rain[rain > 1000] = np.NaN" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "id": "GYWTfbBBc91q", - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n", - "plt.title(station['STID'] + ' Precipitation' )\n", - "plt.xlabel('Time (hours)') \n", - "plt.ylabel('Precipitation (mm/hour)')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Q_L0R2Njc91q" - }, - "source": [ - "Fix some missing data, then we can use the data for up to 1942 hours until a biger gap." - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": { - "id": "_tkU7UJic91q" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(array([1942, 1943, 3450, ..., 8942, 8943, 8944]),)\n", - "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n", - "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n", - "(array([], dtype=int64),)\n" - ] - } - ], - "source": [ - "# fix isolated nans\n", - "def fixnan(a,n):\n", - " for c in range(n):\n", - " for i in np.where(np.isnan(a)):\n", - " a[i]=0.5*(a[i-1]+a[i+1])\n", - " if not any(np.isnan(a)):\n", - " break\n", - " return a\n", - "\n", - "rain=fixnan(rain,2)\n", - "t2=fixnan(t2,2)\n", - "rh=fixnan(rh,2)\n", - "obs_data=fixnan(obs_data,2)\n", - "Ed=fixnan(Ed,2)\n", - "Ew=fixnan(Ew,2)\n", - "\n", - "print(np.where(np.isnan(rain)))\n", - "print(np.where(np.isnan(t2)))\n", - "print(np.where(np.isnan(rh)))\n", - "print(np.where(np.isnan(obs_data)))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "XqQYnyI9DIy1" - }, - "source": [ - "## 4 Results" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "2tIC_Tqnc91r" - }, - "source": [ - "### 4.1 Kalman filter with fuel moisture observations, followed by forecasting\n", - "We run the model first with Kalman filter for 150 hours. The observations are the RAWS data\n", - "After 150 hours, we run in forecast mode - the RAWS data are no longer used, and we run the model from the weather data without the Kalman filter. The weather data are taken to be RTMA interpolated to one RAWS location.\n", - "In a real forecasting application, the model would be run from weather forecast rather than data." - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": { - "id": "aXnSQM7wc91r" - }, - "outputs": [], - "source": [ - "# run KF on an initial data seqment\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt \n", - "\n", - "hours=1200 # total simulation\n", - "h2 = 300\n", - "m = np.zeros(hours) # preallocate\n", - "m[0]= obs_data[0] # initial state \n", - "P = np.zeros(hours)\n", - "P[0] = 1e-3 # background state variance\n", - "H = np.array([1.]) # all oQ = np.array([0.02]) # process noise variancebserved\n", - "Q = np.array([1e-3]) # process noise variance\n", - "R = np.array([1e-3]) # data variance\n", - "for t in range(hours-1):\n", - " # using lambda construction to pass additional arguments to the model \n", - " if t < h2 and not np.isnan(obs_data[t]) and not np.isnan(Ew[t]) and not np.isnan(rain[t]): # advance model and run KF\n", - " m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_moisture(u,Ed[t],Ew[t],rain[t],t,partials=1),Q,\n", - " d=obs_data[t],H=H,R=R)\n", - " else: # just advance to next hour, no process noise\n", - " m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_moisture(u,Ed[t],Ew[t],rain[t],t,partials=1),Q*0.0)" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": { - "id": "peMi-OF3c91r", - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(Ed[:hours],linestyle='--',c='r',label='Drying Equilibrium')\n", - "plt.plot(Ew[:hours],linestyle='--',c='b',label='Wetting Equilibrium')\n", - "plt.plot(obs_data[:hours],linestyle=':',c='k',label='RAWS data')\n", - "plt.plot(m[:h2],linestyle='-',c='k',label='filtered')\n", - "plt.plot(range(h2,hours),m[h2:hours],linestyle='-',c='r',label='forecast')\n", - "plt.title(station['STID'] + ' Kalman filtering and forecast with real data')\n", - "plt.xlabel('Time (hours)') \n", - "plt.ylabel('Fuel moisture content (%)')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "3TnwXYcLc91r" - }, - "source": [ - "Clearly, there is a problem - the forecast fuel moisture is too high. We need to assimilate also some parameters of the model, not just its output state. " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "8SuVNg8TsW4d" - }, - "source": [ - "### 4.3 Kalman filter on the augmented model" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "FYAbWNCfk2wD" - }, - "source": [ - "Run augmented filter and plot the result:\n" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": { - "id": "Q3NHr3oBsDg6" - }, - "outputs": [], - "source": [ - "m,Ec = run_augmented_kf(obs_data,Ed,Ew,rain,h2,hours) # extract from state" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": { - "id": "hlkby_oTlB_f" - }, - "outputs": [], - "source": [ - "title = station['STID'] +' Kalman filtering and forecast with augmented state, real data. Training 0:%i hmax' % h2\n", - "def plot_moisture(hmin,hmax):\n", - " print('training from 0 to',h2,'plot from',hmin,'to',hmax)\n", - " plt.figure(figsize=(16,4))\n", - " plt.plot(range(hmin,hmax),Ed[hmin:hmax],linestyle='--',c='r',label='Drying Equilibrium (%)')\n", - " plt.plot(range(hmin,hmax),Ew[hmin:hmax],linestyle='--',c='b',label='Wetting Equilibrium (%)')\n", - " plt.plot(range(hmin,hmax),Ec[hmin:hmax],linestyle='--',c='g',label='Equilibrium Correction (%)')\n", - " plt.plot(range(hmin,hmax),m[hmin:hmax],linestyle='-',c='k',label='filtered')\n", - " plt.plot(range(hmin,hmax),obs_data[hmin:hmax],linestyle='-',c='b',label='RAWS data (%)')\n", - " plt.plot(range(hmin,hmax),rain[hmin:hmax],linestyle='-',c='b',label='RTMA rain (mm/h)')\n", - " plt.title(title)\n", - " if hmin>=h2:\n", - " plt.plot(m[hmin:h2],linestyle='-',c='k',label='Filtered')\n", - " h1 = np.maximum(hmin,h2)\n", - " plt.plot(range(h1,hmax),m[h1:hmax],linestyle='-',c='r',label='Forecast (%)')\n", - " plt.xlabel('Time (hours)') \n", - " plt.ylabel('Fuel moisture content (%)')\n", - " plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [], - "source": [ - "def to_json(dic,filename):\n", - " new={}\n", - " for i in dic:\n", - " try:\n", - " new[i]=dic[i].tolist() # because ndarray is not serializable\n", - " except:\n", - " new[i]=dic[i]\n", - " # print('i',type(new[i]))\n", - " json.dump(new,open(filename,'w'),indent=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [], - "source": [ - "kf_orig={'title':title,'hour':h,'h2':h2,'Ed':Ed,'Ew':Ew,'Ec':Ec,'rain':rain,\n", - " 'fm':obs_data,'m':m}\n", - "to_json(kf_orig,'kf_orig.json')" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": { - "id": "q-h5omKgnow2" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "training from 0 to 300 plot from 0 to 1200\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_moisture(0,hours)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "0w0YtHtqnza5" - }, - "source": [ - "A detailed view of transition from training to forecast:" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": { - "id": "B7sXGUotc91s" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "training from 0 to 300 plot from 0 to 600\n" - ] - }, - { - "data": { - "image/png": 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e3p5Lly7x448/8t9//+m+/0aPHk1oaCjr16/nyJEjuudqh3Mw5nsoM7z//vt8+OGHDBw4UBdoSu+2NOY3LyX9+/endevWrF69mtu3b/PNN9/QvXt33bYENYC3bt06hg8fTuPGjblw4QIdOnTQ6/6enHPnzgFQuXJlvemWlpaULVtW97iWRqOhUaNGBsfmjImJITY2lrt37zJ16lQURWHw4MGvta5z585Rrlw5vWBnwueeO3dO97uVnLRs+/R8txqzz+fPn5+1a9fi5eXFiBEjmDVrFmFhYXzwwQcUK1aMRYsWpfhahBBvEEUIId5wy5cvV4AkF2tra2XBggVJ5k84zy+//GJwmS1atFAAJTw83Kg2jB07VgGUR48eGXy8QoUKSqNGjZJ9fmqPJ7Zv3z7dazA3N1cuXLhg1PNiY2OVqKgo5datWwqg/PXXX7rHtNvx5s2bummNGjVSAOX48eO6aU+ePFHMzc0VW1tb5e7du7rp/v7+CqDMnTs32fVHR0crkZGRSunSpZWhQ4cmeT2tWrXSm/9///ufAihHjhxJ8XVpn//HH3/oTde+Lwk1atRIb1s/evRIAZSxY8cmWW7z5s2VIkWKKC9evNCb/tlnnyk2NjbK06dP9dbfsGHDZNu2b98+3bRevXopgPK///1Pb95WrVopZcqU0d3/+eefFUDZtm2b3nyffPKJAijLly9Psr6UREdHK1FRUcq7776rdOjQQTf95s2bCqBUqlRJiY6O1k3/77//FEBZs2aNoiiKEhMToxQqVEipVq2aEhsbq5svICBAsbS0VNzc3FJtQ69evRR7e3u9adu3b1cAZdq0aXrT161bl+Rz6ubmppibmyuXL1/Wm/eTTz5RHBwclFu3bulNnzFjhgIo58+fVxRFUVauXKkAyq+//ppqW7ViYmKUqKgoZeXKlYq5ubnufT9+/LgCKJs2bUrx+fb29kqvXr2MWtfu3bsVQDlw4ICiKIry+++/K46Ojsqnn36qeHt76+YrXbq00q1bN919Q5/f1q1bG3xPjH2/jZXcfmVo30+4fu3+GxMTo7i4uCi1a9fWm+/WrVtJ9ivtc6tUqaLExMTops+ZM0cBlLZt2+otY8iQIQqg+wwHBgYqFhYWyueff64338uXLxUXFxelc+fOumnGfk4z4jtkxIgRikajUfz9/fXma9q0qcFtmJiDg4MyZMiQFOdJbn9ITLu/T5gwQcmXL5/eZz2536qpU6cqZmZmip+fn9709evXK4CydevWVNebmHaf7tmzp970tLyHiUVHRyshISGKvb298tNPP+mmJ7evJtalSxfF1tZWuX//vt4yy5Ytm+Tzl5D2t3f//v0KoJw+fVr32ODBg5P8ThmS3PfQ69Ju34TvmfY3c8yYMak+Py3b0tjPkqIoST5L2nZ++umnevNNmzZNAZSgoCBFURTl/PnzCqCMGDFCb741a9YoQKrfwZMnT9ZbXkLNmjVTPDw89KaZm5srjRs3NrisMmXK6I7RXF1dlX///fe111W6dGmlefPmSea7d++eAihTpkxJ8XUZu+3T+92aWEr7vKIoyo8//qgAysaNG5VevXoptra2ypkzZ1J8LUKIN4t0AxdCvDVWrlyJn58ffn5+bNu2jV69ejF48GDmz5+fZN4GDRqQO3duxo8fz7Vr10zQ2ozRpk0bYmNjGTx4MGFhYQbn0RYIKlq0KBYWFlhaWuLm5gaomZmpcXV1pXr16rr7efPmpUCBAlStWlWXQQnosjoTdgmLjo5mypQplC9fHisrKywsLLCysuLq1asG1922bVu9+9rMgfR02Xtd4eHh7Nmzhw4dOmBnZ0d0dLTu0qpVK8LDw5N0mU2coZsSjUaTZCzVypUr673W/fv34+jomKRIkHbcKmMsWrSIatWq6bqhWVpasmfPHoPbv3Xr1noZrIm3/+XLl7l37x7dunXTy5Jyc3NLNbMjJdqMi8Td9D744APs7e3Zs2eP3vTKlSvj4eGhN23z5s14e3tTqFAhvfdKO+7X/v37Adi2bRs2Njb07ds3xTadOnWKtm3bki9fPszNzbG0tKRnz57ExMRw5coVAEqVKkWePHkYMWIEixYt4sKFC6+9DbS03Uu13Xd37dqFl5cXLVq04PDhw4SFhXH79m2uXr1KkyZN0rWu1N7vlKRlv0rN5cuXuX//Pp07d9abXqxYMerXr2/wOa1atdLL5NV+/yTuQq+dHhgYCMCOHTuIjo6mZ8+eevuJjY2NwSwpYz6nyUnLd8i+ffuoUKECVapU0VuGscUzatWqhY+PD5MmTeLo0aNp7ia8d+9emjRpgpOTk25/HzNmDE+ePDHYjT6xzZs3U7FiRapWrar3Ops3b57uauaJv1fT8h6GhIQwYsQISpUqhYWFBRYWFjg4OBAaGvpa++q+fft49913KViwoG6aubm5wWz3Gzdu0K1bN1xcXHTbVDtmobHrNuZ7KDMY+i1L77ZMz2cJUj8+0H7HJ/4e6dSpU5KsxNTaacz06OjoJL9NWn/++SfHjh3jjz/+oHz58rRs2dLgZ8DYdaWUlWxMxnJatv3rfrdC2vb5b775htatW9O1a1dWrFjBvHnzku0pIIR4M0mwUgjx1ihXrhw1atSgRo0atGjRgsWLF9OsWTOGDx+eZNy7ypUrs3v3bl3XtcQH/dqucDdv3jRq3doD4ZiYGIOPR0dHp6sYT3J69erFr7/+iq+vL61bt04yNlhsbCzNmjVjw4YNDB8+nD179vDff//p/iC/evUq1XXkzZs3yTQrK6sk062srAD1D7rWV199xejRo2nfvj3//PMPx44dw8/PjypVqhhcd758+fTua7sYGtPOjPbkyROio6OZN28elpaWepdWrVoBJBn3M2El5tTY2dlhY2OjN83a2lpv+z158kTvT7GWoWmGzJo1i0GDBlG7dm3+/PNPjh49ip+fHy1atHit7a/tUuri4pLkuYamGevJkydYWFgkKRCj0WhwcXHRrVfL0HZ+8OAB//zzT5L3qkKFCkD8e/Xo0SMKFSqUYpf1wMBAGjRowN27d/npp584ePAgfn5+urHltNvDycmJ/fv3U7VqVb7//nsqVKhAoUKFGDt27GuPKWdjY6M31uCePXto2rQpXl5exMTEcPDgQXbt2gWQ7mDl637e0rpfpUb7/qZlX0/u+ye176UHDx4A6tigifeVdevWJflMG/M5Tel1Gfsd8uTJk3R9rtatW0evXr1YsmQJdevWJW/evPTs2TPZYSgS+u+//2jWrBmgjht66NAh/Pz8GDlyJGDc9++DBw84c+ZMktfp6OiIoihGjZGcnMSf97S8h926dWP+/Pn079+fHTt28N9//+Hn54ezs/Nr76vGvE8hISE0aNCAY8eOMWnSJHx9ffHz82PDhg2AcdvU2O+hzGDoOza92zI9nyUw/vcp8XeGhYVFkuemtPzEvzegDn1h6FgoORUqVKBWrVp06tSJ7du34+bmxpdffvla68qXL1+y84HhY7TE0rLtX/e7Na37vHZs3/DwcFxcXGSsSiHeQjJmpRDirVa5cmV27NjBlStXqFWrlt5j1atXZ/fu3TRt2hRvb2/27t2rG0OxefPm/PLLL2zatIlvv/021fVoD47v3r2b5EBZURSCgoJSrLaZHv369cPMzIz+/fvTqlUrtm7dir29PaCOZXT69Gl8fHzo1auX7jlZlU36+++/07NnT6ZMmaI3/fHjx+TOnTtL2vC68uTJg7m5OT169NAbayqh4sWL693P6Aq1+fLl47///ksy3ZgABKjb38vLi4ULF+pNN7Zoh6H2JLd+Y9uU3HKjo6N59OiRXsBSURTu37+vG6dRy9B2zp8/P5UrV2by5MkG16HNAnZ2dubff/8lNjY22YDlpk2bCA0NZcOGDbosZAB/f/8k81aqVIm1a9eiKApnzpzBx8eHCRMmYGtra9R3hyHvvvsuY8aM4b///uPOnTs0bdoUR0dHatasya5du7h37x4eHh4ULVr0tZafXsbuV9o/x4nHnUwcuNLuV9ogVELp2a8M0Y6rt379er33NjOk5TskX7586fpc5c+fnzlz5jBnzhwCAwP5+++/+fbbb3n48GGSwmeJrV27FktLSzZv3qwX0Ni0aZNR69au39bWNtlxFNM6NmRCiT/vxr6HL168YPPmzYwdO1bvsxgREaEL9KSVse/T3r17uXfvHr6+vrrMMiDJidOUpOV7KKMl3uaZsS0zWsLvkcKFC+umR0dHGwz2JabN6jt79qzeuLXR0dFcunQpTT0aErKwsKBatWr873//e611VapUiTVr1hAdHa2XIaotrpZcEcisltZ9PigoiMGDB1O1alXOnz/PsGHDmDt3bha1VgiRHUhmpRDiraY9qE+csaVVrVo19uzZQ0REBN7e3ly6dAmAdu3aUalSJaZOnZpkUHWtHTt26LpeN27cGI1Gw7p165LMt337doKDg9OdBZWSPn36sHTpUv79919atmxJSEgIEP+HI2FxEoDFixdnWlsS0mg0Sda9ZcsW7t69myXrN0Zy2WR2dnZ4e3tz6tQpKleurMvaTXgxJlsjPRo1asTLly/Ztm2b3vS1a9ca9XxD2//MmTN6hRzSokyZMri6urJmzRq9KsG3bt3Sq6SdVu+++y6gBsES+vPPPwkNDdU9npI2bdpw7tw5SpYsafC90gYrW7ZsSXh4eIqV1A19bhRF4ddff03xOVWqVGH27Nnkzp2bkydP6h6ztrZOUxZUkyZNiI6OZvTo0RQpUoSyZcvqpu/evVvXZTc1aV2vsYzdr7SVos+cOaM3PWFBBlD3KxcXF70/86BmlqVnvzKkefPmWFhYcP36dYP7yeucVMqI7xBvb2/Onz/P6dOn9ZZhqHBLaooVK8Znn31G06ZNjdoPNRoNFhYWekMCvHr1it9++83gazW0jDZt2nD9+nXy5ctn8HUmrBqeXsa+hxqNBkVRkuyrS5YsSbYXRGq8vb3Zs2ePXmA9JiYmyW9/Wn57k9t/Xud7KLNkxrbMaA0bNgRI8l6sX7+e6OjoVJ9fu3ZtXF1dk/w2rF+/npCQEN5///3Xapd2uIdSpUq91ro6dOhASEgIf/75p968K1asoFChQtSuXfu12pXR0rLPx8TE0LVrVzQaDdu2bWPq1KnMmzdPl4UphHg7SGalEOKtce7cOd0B6ZMnT9iwYQO7du2iQ4cOSTLgEqpatSp79uzh3Xff1WVYlitXjo0bN9KsWTPq1q3LoEGD8Pb2xt7enlu3brF+/Xr++ecfnj17BqgVjT/77DOmT5/O8+fPadWqFba2tvj5+fHDDz9Qo0aNJGOPHT9+nICAAACCg4NRFIX169cDave2tGb99O7dGzMzM/r06UPLli3Ztm0bZcuWpWTJknz77bcoikLevHn5559/dN1IM1ubNm3w8fGhbNmyVK5cmRMnTjB9+nSKFCmSJes3hqOjI25ubvz111+8++675M2bl/z58+Pu7s5PP/3EO++8Q4MGDRg0aBDu7u68fPmSa9eu8c8//+hVIc0MvXr1Yvbs2XTv3p1JkyZRqlQptm3bxo4dOwBSrb7dpk0bJk6cyNixY2nUqBGXL19mwoQJFC9e3Kg/b4mZmZkxceJE+vfvT4cOHfj44495/vw548aNS1c38KZNm9K8eXNGjBhBcHAw9evX11UD9/T0NKp72IQJE9i1axf16tXjiy++oEyZMoSHhxMQEMDWrVtZtGgRRYoUoWvXrixfvpyBAwdy+fJlvL29iY2N5dixY5QrV44PP/yQpk2bYmVlRdeuXRk+fDjh4eEsXLhQ93nX2rx5MwsWLKB9+/aUKFECRVHYsGEDz58/p2nTprr5KlWqhK+vL//88w+urq44OjrqsrgNqV69Onny5GHnzp306dNHN71JkyZMnDhRdzs1lSpVYsOGDSxcuJDq1atjZmaWIRnexu5XLi4uNGnShKlTp5InTx7c3NzYs2dPkj+kZmZmjB8/nk8++YROnTrRt29fnj9/zvjx43F1dU11P08Ld3d3JkyYwMiRI7lx4wYtWrQgT548PHjwgP/++w97e3vGjx+fpmVmxHfIkCFDWLZsGa1bt2bSpEm6auDaE2gpefHiBd7e3nTr1o2yZcvi6OiIn58f27dv1wt6JLc/tG7dmlmzZtGtWzcGDBjAkydPmDFjRpKgg3YZa9euZd26dZQoUQIbGxsqVarEkCFD+PPPP2nYsCFDhw6lcuXKxMbGEhgYyM6dO/n66691QZVx48Yxfvx49u3b91qV4419D3PlykXDhg2ZPn267v3Yv38/S5cufe3M/lGjRvH333/TuHFjxowZg52dHT///HOSIVjq1atHnjx5GDhwIGPHjsXS0pJVq1YlCUZDfJbdjz/+SMuWLTE3N6dy5cpGfw+B+v03YcIE9uzZo5fVllEyY1tmtAoVKtC1a1dmzpyJubk5jRs35vz588ycORMnJ6dUv0fMzc2ZNm0aPXr04JNPPqFr165cvXqV4cOH07Rp0yRjR1tYWNCoUSO9cSvr1atH27ZtKVeuHE5OTgQEBLBw4UKuX7/Oxo0bX2tdLVu2pGnTpgwaNIjg4GBKlSrFmjVr2L59O7///rveSQZTSss+P3bsWA4ePMjOnTtxcXHh66+/Zv/+/fTr1w9PT88Uj9mFEG8Q09T1EUKIrGOoGriTk5NStWpVZdasWUkqegPK4MGDkyzn9OnTSv78+ZWCBQvqKgc/f/5cmThxolKtWjXFwcFBsbS0VIoVK6Z0795dOXTokN7zY2NjlYULFyo1atRQ7OzsFCsrK6V06dLKiBEjlJcvXyZZn7ZCo6FLalWek6t+rSiK8ttvvynm5uZKvXr1lODgYOXChQtK06ZNFUdHRyVPnjzKBx98oAQGBiZbcTNxNfAKFSokWYebm5vSunXrJNMTb9tnz54p/fr1UwoUKKDY2dkp77zzjnLw4MEkFbmTez2JqwandXsYUw1cUdQKzJ6enoq1tXWSqqE3b95U+vbtqxQuXFixtLRUnJ2dlXr16imTJk1Kdf0JH0tcGTVxRezk2hsYGKi8//77ioODg+Lo6Kh07NhR2bp1a5Jq7oZEREQow4YNUwoXLqzY2Ngo1apVUzZt2qT06tXLYIXl6dOnJ1lG4v1EURRlyZIlSunSpRUrKyvFw8NDWbZsWZJlJie51/7q1StlxIgRipubm2Jpaam4uroqgwYNUp49e6Y3X3L7nqKoVZm/+OILpXjx4oqlpaWSN29epXr16srIkSOVkJAQvXWNGTNG9xry5cunNG7cWDl8+LBunn/++UepUqWKYmNjoxQuXFj55ptvlG3btum9l5cuXVK6du2qlCxZUrG1tVWcnJyUWrVqKT4+Pnrt8vf3V+rXr6/Y2dkpgMFqyol16NBBAZRVq1bppkVGRir29vaKmZlZku1i6PP79OlTpVOnTkru3LkVjUaj27fS+n4nZux+pSiKEhQUpHTq1EnJmzev4uTkpHTv3l1XRT3x5/qXX35RSpUqpbdftWvXTvH09NTNk1zbk/sMGqp4rCiKsmnTJsXb21vJlSuXYm1trbi5uSmdOnVSdu/erZsnLZ/T9H6HKIqi+662sbFR8ubNq/Tr10/566+/Uq1SHR4ergwcOFCpXLmykitXLsXW1lYpU6aMMnbsWCU0NFQ3X3L7g6IoyrJly5QyZcoo1tbWSokSJZSpU6cqS5cuTbJPBQQEKM2aNVMcHR0VQO/9DgkJUUaNGqWUKVNGsbKyUpycnJRKlSopQ4cO1aue/fXXXysajUa5ePFisq9JUZJ/77SMeQ/v3LmjdOzYUcmTJ4/i6OiotGjRQjl37pzi5uam9x4ZWw1cURTl0KFDSp06dRRra2vFxcVF+eabb5RffvklybY6fPiwUrduXcXOzk5xdnZW+vfvr5w8eTLJvh8REaH0799fcXZ21r0v2uUY8z2kKPH7pDHt10qpGvijR4+SzJ+ebZmWz1JyxyaJ9wND6wkPD1e++uorpUCBAoqNjY1Sp04d5ciRI4qTk5MydOhQo7bL6tWrlcqVKytWVlaKi4uL8sUXXxg8hjP0Xf71118rVapUUZycnBQLCwvFxcVF6dChQ5LjxbSu6+XLl8oXX3yhuLi4KFZWVkrlypWVNWvWGPV6jN32GfHdasw+v3PnTsXMzCzJ78yTJ0+UYsWKKTVr1lQiIiKMem1CiJxNoygJ+mkJIYQQIsebMmUKo0aNIjAwMFtlqQqRkZ4/f46Hhwft27fnl19+MXVzRAapVasWbm5u/PHHH6ZuingLHD58mPr167Nq1aokPVyEEEKYjgQrhRBCiBxs/vz5AJQtW5aoqCj27t3L3Llz6dKlCytXrjRx64TIGPfv32fy5Ml4e3uTL18+bt26xezZs7l06RLHjx/XVXUXOVtwcDDOzs74+/tTrlw5UzdHvGF27drFkSNHqF69Ora2tpw+fZoffvgBJycnzpw5k6QithBCCNORMSuFEEKIHMzOzo7Zs2cTEBBAREQExYoVY8SIEYwaNcrUTRMiw1hbWxMQEMCnn37K06dPsbOzo06dOixatEgClW+QXLlyJakOL0RGyZUrFzt37mTOnDm8fPmS/Pnz07JlS6ZOnSqBSiGEyGYks1IIIYQQQgghhBBCCJEtZFz5RCGEEEIIIYQQQgghhEgHCVYKIYQQQgghhBBCCCGyBQlWCiGEEEIIIYQQQgghsgUpsJOK2NhY7t27h6OjIxqNxtTNEUIIIYQQQgghhBAiR1EUhZcvX1KoUCHMzFLOnZRgZSru3btH0aJFTd0MIYQQQgghhBBCCCFytNu3b1OkSJEU55FgZSocHR0BdWPmypXLxK0RQgghhBBCCCGEECJnCQ4OpmjRoro4W0okWJkKbdfvXLlySbBSCCGEEEIIIYQQQojXZMwQi1JgRwghhBBCCCGEEEIIkS1km2DlgQMHeO+99yhUqBAajYZNmzbpPa7RaAxepk+fnuwyfXx8DD4nPDw8k1+NEEIIIYQQQgghhBAirbJNsDI0NJQqVaowf/58g48HBQXpXZYtW4ZGo6Fjx44pLjdXrlxJnmtjY5MZL0EIIYQQQgghhBBCCJEO2WbMypYtW9KyZctkH3dxcdG7/9dff+Ht7U2JEiVSXK5Go0nyXCGEEEIIRVGIjo4mJibG1E0RQiRgbm6OhYWFUWNaCSGEEOLNk22ClWnx4MEDtmzZwooVK1KdNyQkBDc3N2JiYqhatSoTJ07E09Mz2fkjIiKIiIjQ3Q8ODs6QNgshhBAi+4iMjCQoKIiwsDBTN0UIYYCdnR2urq5YWVmZuilCCCGEyGI5Mli5YsUKHB0def/991Ocr2zZsvj4+FCpUiWCg4P56aefqF+/PqdPn6Z06dIGnzN16lTGjx+fGc0WQgghRDYQGxvLzZs3MTc3p1ChQlhZWUkGlxDZhKIoREZG8ujRI27evEnp0qUxM8s2I1cJIYQQIgtoFEVRTN2IxDQaDRs3bqR9+/YGHy9btixNmzZl3rx5aVpubGws1apVo2HDhsydO9fgPIYyK4sWLcqLFy/IlStXmtYnhBBCiOwnPDycmzdv4ubmhp2dnambI4QwICwsjFu3blG8eHEZb14IIYR4AwQHB+Pk5GRUfC3HZVYePHiQy5cvs27dujQ/18zMjJo1a3L16tVk57G2tsba2jo9TRRCCCFEDiDZWkJkX/L5FEIIId5eOe4oYOnSpVSvXp0qVaqk+bmKouDv74+rq2smtEwIIYQQQgghhBBCCJEe2SZYGRISgr+/P/7+/gDcvHkTf39/AgMDdfMEBwfzxx9/0L9/f4PL6NmzJ999953u/vjx49mxYwc3btzA39+ffv364e/vz8CBAzP1tQghhBBCCCHecjExcOwYREebuiVCCCFEjpJtgpXHjx/H09NTV6n7q6++wtPTkzFjxujmWbt2LYqi0LVrV4PLCAwMJCgoSHf/+fPnDBgwgHLlytGsWTPu3r3LgQMHqFWrVua+GCGEEEKIHEqj0bBp0yZTNyPDeHl5MWTIEN19d3d35syZo7uf8PUGBASg0Wh0J8/TYty4cVStWjVdbU2PvXv3UrZsWWJjY197GZs3b8bT0zNdyxAJrF0LdepAy5ambokQQgiRo2SbYKWXlxeKoiS5+Pj46OYZMGAAYWFhODk5GVyGr6+v3vyzZ8/m1q1bRERE8PDhQ3bs2EHdunUz+ZUIIYQQQmSO3r17o9Fo0Gg0WFpaUrBgQZo2bcqyZcsyLMAUFBREyywIrmhfR+LL2rVrM3Q9GzZsYOLEick+nlGvd9iwYezZsyfdy3ldw4cPZ+TIkbqxHk+dOoWnpycODg60bduWZ8+e6eaNjo6mWrVq+Pn56S2jTZs2aDQaVq9enaVtf2M1aQL29rB7N/zzj6lbI4QQQuQY2SZYKYQQQgghUteiRQuCgoIICAhg27ZteHt78+WXX9KmTRuiU+huGhUVZdTyXVxcsqzY4PLlywkKCtK7tG/fPkPXkTdvXhwdHZN9PL2vV1EUoqOjcXBwIF++fK+9nPQ4fPgwV69e5YMPPtBN69+/P40bN+bkyZM8f/6cKVOm6B6bMWMG77zzDjVr1kyyrD59+jBv3rwsafcbr2BBGDxYvT14MLx8adr2CCGEEDmEBCuFEEIIIbRCQ5O/hIcbP++rV8bN+xqsra1xcXGhcOHCVKtWje+//56//vqLbdu26fUw0Wg0LFq0iHbt2mFvb8+kSZMoVaoUM2bM0FveuXPnMDMz4/r167rnJe4WvWHDBry9vbGzs6NKlSocOXJEbxm//vorRYsWxc7Ojg4dOjBr1ixy586d6mvJnTs3Li4uehcbGxvd4z4+PhQrVky33JkzZ+ott3fv3kmCm0OGDMHLy0t3P3E38MQMdXu/dOkS9erVw8bGhgoVKuDr66t7zNfXF41Gw44dO6hRowbW1tYcPHgwSTdwQ+tt3749vXv31t13d3dn0qRJ9OzZEwcHB9zc3Pjrr7949OgR7dq1w8HBgUqVKnH8+PFk2w/qUEnNmjXT23YXL17k448/xsPDg65du3LhwgUAbty4wbJly5g8ebLBZbVt25b//vuPGzdupLhOYaSxY6F4cbh9G5YtM3VrhBBCiBxBgpVCCCGEEFoODslfOnbUn7dAgeTnTdyt2N3d8HwZpHHjxlSpUoUNGzboTR87dizt2rXj7Nmz9O3bl759+7J8+XK9eZYtW0aDBg0oWbJksssfOXIkw4YNw9/fXxf80mZxHjp0iIEDB/Lll1/i7+9P06ZNkw2EpcWxY8fo27cvn376Kf7+/nh7ezNp0qR0L9cY33zzDV9//TWnTp2iXr16tG3blidPnujNM3z4cKZOncrFixepXLnya69r9uzZ1K9fn1OnTtG6dWt69OhBz5496d69OydPnqRUqVL07NkTRVGSXcaBAweoUaOG3rQqVaqwa9cuoqOj2bNnj66NAwcOZNq0aclmm7q5uVGgQAEOHjz42q9JxPn2W/jySyhbVr1/545p2yOEEELkEBKsFEIIIYR4A5QtW5aAgAC9ad26daNv376UKFECNzc3+vTpw+XLl/nvv/8AtWv477//Tt++fVNc9rBhw2jdujUeHh6MHz+eW7duce3aNQDmzZtHy5YtGTZsGB4eHnz66adGjwHZtWtXHBwc9C7ajL6ffvqJ5s2b8+233+Lh4cEXX3xB8+bN07hVXs9nn31Gx44dKVeuHAsXLsTJyYmlS5fqzTNhwgSaNm1KyZIl09X9u1WrVnzyySeULl2aMWPG8PLlS2rWrMkHH3yAh4cHI0aM4OLFizx48CDZZQQEBFCoUCG9aUuWLGH9+vWULFkSKysrvvvuO1auXImdnR01a9akefPmlCpVilGjRiVZXuHChZPsS+I1rF8PS5aAdggG6QYuhBBCGMXC1A0QQgghhMg2QkKSf8zcXP/+w4fJz2uW6HxwFgR+FEVBo9HoTUucbefq6krr1q1ZtmwZtWrVYvPmzYSHh+uNdWhIwsxBV1dXAB4+fEjZsmW5fPkyHTp00Jtfu+zUzJ49myZNmuhNK1q0KKB2Y0683Lp167J9+/ZUl5teCQsyWlhYUKNGDS5evKg3T+Jt+7oSbtuCBQsCUKlSpSTTHj58iIuLi8FlvHr1Sq8LOECFChXYv3+/7v6TJ08YN24cBw4c4PPPP6d+/fps2LCBmjVrUrt2bd577z3dvLa2toSFhaX/xb3tHj1Sr0uUUK+Dg03XFiGEECIHkWClEEIIIYSWvb3p531NFy9epHjx4olWm3S9/fv3p0ePHsyePZvly5fTpUsX7OzsUly2paWl7rY2IKqtPm4oSJpSl+WEXFxcKFWqlMHHjFmGmZlZkvmMLSSUVolfo6Ftm5CxbTO0bVPa3obkz59fr9q3IUOHDmXIkCEUKVIEX19fJk2ahL29Pa1bt8bX11cvWPn06VOcnZ1TXJ5IRUREfHCyVSv1OyCDAtxCCCHEm066gYvkKQqMHAlz5pi6JUIIIYRIwd69ezl79iwdE4+raUCrVq2wt7dn4cKFbNu2LdUu4KkpW7asrlu5VmoFYYxRvnx5jh49qjct8X1nZ2eCgoL0pvn7+6d73QnXEx0dzYkTJyirHXfQSInbFhMTw7lz59LdNkM8PT11BXQM2bNnD5cuXeKzzz7TtUUbOI2KiiImJkY3b3h4ONevX8fT0zNT2vrW0I5xam4O770Hs2ZBt26mbZMQQgiRQ0iwUiTv2jWYMgWGDoU9e0zdGiGEEEIAERER3L9/n7t373Ly5EmmTJlCu3btaNOmDT179kz1+ebm5vTu3ZvvvvuOUqVK6XV5fh2ff/45W7duZdasWVy9epXFixezbdu2JJmIhjx//pz79+/rXULjqqR/8cUXbN++nWnTpnHlyhXmz5+fpAt448aNOX78OCtXruTq1auMHTs2QwKCP//8Mxs3buTSpUsMHjyYZ8+epTmo27hxY7Zs2cKWLVu4dOkSn376Kc+fP0932wxp3rw5//77r8HHXr16xeDBg/nll18wixueoH79+vz888+cPn2aP//8k/r16+vmP3r0KNbW1uneL9562i7g+fIlHRZCCCGEECmSX06RvMDA+NuDB6vdWYQQQghhUtu3b8fV1RV3d3datGjBvn37mDt3Ln/99RfmicfVTEa/fv2IjIxMd1YlqIGvRYsWMWvWLKpUqcL27dsZOnRokjEUDenTpw+urq56l3nz5gFQp04dlixZwrx586hatSo7d+5MUgymefPmjB49muHDh1OzZk1evnxpVMA2NT/88AM//vgjVapU4eDBg/z111/kz58/Tcvo27cvvXr1omfPnjRq1IjixYvj7e2d7rYZ0r17dy5cuMDly5eTPDZhwgTatGlD1apVddPmzp2Lv78/DRs2pE2bNnoZuWvWrOGjjz5KdWgAkQptsNLZWS2wc/u2mggghBBCiFRpFGMHFXpLBQcH4+TkxIsXL8iVK5epm5O1VqyA3r3j70+eDN9/b7LmCCGEEBkhPDycmzdvUrx4caMCam+iQ4cO4eXlxZ07d3QFXDLSxx9/zKVLlzh48GCGLtfHx4chQ4ZkWoZiTjZ8+HBevHjB4sWLX3sZjx49omzZshw/fjzJ+KdZLcd/Tteuha5dwctLHVKpalUoWBDu3zdxw4QQQgjTSEt8TTIrRfIaNIDly6FdO/X+ypWmbY8QQggh0iUiIoJr164xevRoOnfunGGByhkzZnD69GmuXbvGvHnzWLFiBb169cqQZQvjjBw5Ejc3N73xJ9Pq5s2bLFiwwOSByjdCly5qgZ1168DRUZ328qVp2ySEEELkEFINXCSvRAn10ro1tGwJhQubukVCCCGESIc1a9bQr18/qlatym+//ZZhy/3vv/+YNm0aL1++pESJEsydO5f+/ftn2PJF6pycnPg+nT1gatWqRa1atTKoRW85jUYNUjo6qrcBwsIgJkYtuiOEEEKIZEk38FS81d3AhRBCiDdQju9eKsRb4I36nIaHg62tevv5c3ByMmlzhBBCCFOQbuAiY2zaBDt3SpcVIYQQQggh0mLaNOjfH44cAWtrsIjr0CbH1UIIIUSqJFgpkjdgADRvDjdvwuHD8L//xVc2FEIIIYQQQhi2ZQssXapWAdd2CQcJVgohhBBGkGClMCw8PD4wWbgwfPKJOlC4v79JmyWEEEIIIUS2pz2Ozp9fvdYGK4ODTdMeIYQQIgeRAjvCsHv31GsbG8ibFwoUUO9LZqUQQgghhBAp0x4zOzur1717q4FK7X0hhBBCJEuClcKwu3fV6yJF1K4r2gOrhw9N1yYhhBBCCCGyu5gYePpUva09hh4/3nTtEUIIIXIY6QYuDLtzR70uUkS91h5oSWalEEIIIYQQyXv2DGJjicGMw1fyExVl6gYJIYQQOYsEK4VhEqwUQgghRCI+Pj7kzp3b1M3IMAEBAWg0GvzjxuT29fVFo9Hw/PlzIOnrHTduHFWrVn2tdbm7uzNnzpx0tTc9evTowZQpU9K1jE6dOjFr1qwMatEbLO54ebXdx9RvZEHz5kBoqHp8/eyZadsmhBBC5AASrBSGaYOVhQur19INXAghhDCpRYsW4ejoSHR0tG5aSEgIlpaWNGjQQG/egwcPotFouHLlSqrLTS4AaSi41qVLF6OWmV4+Pj5oNJokFxsbmwxdT9GiRQkKCqJixYoGH8/I1+vn58eAAQMyZFlpdebMGbZs2cLnn3+umzZjxgwKFixIwYIFmT17tt78x44do3r16sTExOhNHzNmDJMnTyZYisSk7PFjAPZZNFWv98FfbZdC0aKwaJEpWyaEEELkCBKsFIb16wc+PtCxo3pfCuwIIYQQJuXt7U1ISAjHjx/XTTt48CAuLi74+fkRFhamm+7r60uhQoXw8PDI0DbY2tpSQHtMkMly5cpFUFCQ3uXWrVsZug5zc3NcXFywsDA8jHtGvN7IyEgAnJ2dsbOzS9eyXtf8+fP54IMPcIyrSH327FnGjBnDmjVrWL16Nd9//z3nzp0DICoqioEDB7Jo0SLMzc31llO5cmXc3d1ZtWpVlr+GHOWdd+DlS2jZUjdpwtkOKKBOz44UBX74Af7809QtEUIIISRYKZJRuTL06gU1a6r3a9SAxYtlcHAhhBBvtNDQ5C/h4cbP++qVcfOmRZkyZShUqBC+vr66ab6+vrRr146SJUty+PBhvene3t6AGiwbPnw4hQsXxt7entq1a+uW4evrS58+fXjx4oUue3HcuHF4eXlx69Ythg4dqpsOyXeL/u2333B3d8fJyYkPP/yQlwkCMi9fvuSjjz7C3t4eV1dXZs+ejZeXF0OGDEnx9Wo0GlxcXPQuBQsWTLBNQ+nZsycODg64uroyc+bMJMvVaDRs2rRJb7m5c+fGx8cHSNoNPLHksk4XL15M0aJFsbOz44MPPtB1Gwfo3bs37du3Z+rUqXoB44SZqobW+/z5czQajd57o9Fo2LFjB56entja2tK4cWMePnzItm3bKFeuHLly5aJr1656gerEYmNj+eOPP2jbtq1u2sWLF6lcuTKNGzfm3XffpXLlyly8eBGA6dOn07BhQ2pqjwETadu2LWvWrEl2fQK1OKWDA49C1eB0vnywq8dKNJB9g5WhoXD8OAwaBDdvmro1Qggh3nISrBTGcXODAQOgSRNTt0QIIYTINA4OyV+0nQ20ChRIft4ECVUAuLsbni+tvLy82Ldvn+7+vn378PLyolGjRrrpkZGRHDlyRBes7NOnD4cOHWLt2rWcOXOGDz74gBYtWnD16lXq1avHnDlz9LIYhw0bxoYNGyhSpAgTJkzQTU/O9evX2bRpE5s3b2bz5s3s37+fH374Qff4V199xaFDh/j777/ZtWsXBw8e5OTJk2l/8Yl888037Nu3j40bN7Jz5058fX05ceJEupebmmvXrvG///2Pf/75h+3bt+Pv78/gwYP15tmzZw8XL15k165dbN68OV3rGzduHPPnz+fw4cPcvn2bzp07M2fOHFavXs2WLVvYtWsX8+bNS/b5Z86c4fnz59SoUUM3rVKlSly5coXAwEBu3brFlStXqFixIteuXcPHx4dJkyYlu7xatWrx33//ERERka7X9cZavVp3tkLbIWnJEshbIC57N7sGKx0cIDhYbfTYsaZujRBCiLecBCtFUjExahfwrVshwbhYQgghhDAtLy8vDh06RHR0NC9fvuTUqVM0bNiQRo0a6TLyjh49yqtXr/D29ub69eusWbOGP/74gwYNGlCyZEmGDRvGO++8w/Lly7GyssLJyUkvi9HBwYG8efNibm6Oo6OjbnpyYmNj8fHxoWLFijRo0IAePXqwZ88eQM2qXLFiBTNmzODdd9+lYsWKLF++PMlYiIa8ePECBwcHvUuzZs0AdazOpUuXMmPGDJo2bUqlSpVYsWKFUctNr/DwcFasWEHVqlVp2LAh8+bNY+3atdy/f183j729PUuWLKFChQrJjodprEmTJlG/fn08PT3p168f+/fvZ+HChXh6etKgQQM6deqkF8BOLCAgAHNzc73u7OXKlWPKlCk0bdqUZs2aMXXqVMqVK8fAgQOZNm0aO3bsoGLFinh6enLgwAG95RUuXJiIiAi91yvinD0LH30E1apBeDhffgkTJkClSkBcF3yy83if2gJMv/8OccMCCCGEEKZgeIAeEzhw4ADTp0/nxIkTBAUFsXHjRtq3b697vHfv3qxYsULvObVr1+bo0aMpLvfPP/9k9OjRXL9+nZIlSzJ58mQ6dOiQGS/hzfH4MfTpo3ZhiRtnCYD9++H+fWjVKv6ASwghhHgdv/wCS5fC339Dgq69phYSkvxjiYbvS7HmnFmi08EBAa/dJD3e3t6Ehobi5+fHs2fP8PDwoECBAjRq1IgePXoQGhqKr68vxYoVo0SJEvzxxx8oipJk7MqIiAjy5cuXIW1yd3fXjYUI4OrqysO4jXPjxg2ioqKoVauW7nEnJyfKlCmT6nIdHR2TZGDa2toCajZnZGQkdevW1T2WN29eo5abXsWKFaNIkSK6+3Xr1iU2NpbLly/rgrqVKlXCysoqQ9ZXuXJl3e2CBQtiZ2dHiRIl9Kb9999/yT7/1atXWFtb67ryaw0cOJCBAwfq7vv4+ODo6EjdunUpU6YMfn5+3Llzhw8//JCbN29ibW0NxL8HKXU9f2tp/5e4uoKNDV27qnePHIH5f3tTjo8Z8DKbdrG+c0fN+qxYUQ1UjhkDGzaYulVCCCHeUtkmWBkaGkqVKlXo06cPHRP3s4rTokULli9frruf2kHgkSNH6NKlCxMnTqRDhw5s3LiRzp078++//1K7du0Mbf8b5cED9Tp/fkg44Hznzuo/M39/qFLFJE0TQgjxBoiOhk8+UW8vWJCtxkO2tzf9vCkpVaoURYoUYd++fTx79oxGjRoB4OLiQvHixTl06BD79u2jcePGgJr1aG5uzokTJ5IUS3F4nX7oBlhaWurd12g0xMbGAqAoim5aQtrpKTEzM6NUqVIGHzPm+dr1Jp43KirKqOcaS/vaEr5G+1TecLO4aHbCtiXXroTbV6PRpLi9DcmfPz9hYWFERkYme+z8+PFjJkyYwIEDBzh27BgeHh6ULl2a0qVLExUVxZUrV6hUqRIAT58+BdSCQSKR06fV62rV9CafPw9zdpSjNW0Z8DL5LvYmtXmzOl6lh4easLBxoxq0TGdmsBBCCPE6sk038JYtWzJp0iTef//9ZOextrbWG2Q9b968KS5zzpw5NG3alO+++46yZcvy3Xff8e677+oGNxfJiMuGiHF24YMPYPBgtUCgVAQXQgiRIRJ2K83gwNHbwNvbG19fX3x9ffHy8tJNb9SoETt27ODo0aO68So9PT2JiYnh4cOHlCpVSu+izQK0srIy2H06uelpUbJkSSwtLfUy/4KDg7l69Wq6lluqVCksLS31etg8e/aMK1eu6M3n7OysN97m1atX050RGBgYyL1793T3jxw5gpmZWZoqr2sDfQnbllyRn/SqWrUqABcuXEh2niFDhjB06FCKFClCTEyMXuA0Ojpabz84d+4cRYoUIX/+/JnS3hztzBn1ukoVQkNh3z64cAFy5VInv3QpDQl6jmUr2rE069SJH6B36lTTtUcIIcRbLdsEK43h6+tLgQIF8PDw4OOPP9Z1MUrOkSNHdGMbaTVv3lyvWmZiERERBAcH613eOnGZlZccarB+vZr0smYNoD2DLsFKIYQQ6bF+ffztBEEfYRxvb2/+/fdf/P39dZmVoAYrf/31V8LDw3XBSg8PDz766CN69uzJhg0buHnzJn5+fvz4449s3boVULtxh4SEsGfPHh4/fqwL5rm7u3PgwAHu3r3L48ePX6utjo6O9OrVS1cM5/z58/Tt2xczM7Mk2ZaJKYrC/fv3k1xiY2NxcHCgX79+fPPNN+zZs4dz587Ru3dvXcaiVuPGjZk/fz4nT57k+PHjDBw4MElmYlrZ2NjQq1cvTp8+zcGDB/niiy/o3LlziuN6JmZra0udOnX44YcfuHDhAgcOHGDUqFHpaldynJ2dqVatGv/++6/Bx3ft2sXVq1d1RYJq1arFpUuX2LZtG7/88gvm5uZ63esPHjyY5PhaoJ7ZTxCsvHIFGjdWL9pREl66loFvvzVdG1Oi/c/j6Ajff6/eXr9ejvuFEEKYRI4JVrZs2ZJVq1axd+9eZs6ciZ+fH40bN06xEuH9+/cpmGgcrIIFC6Y4IPjUqVNxcnLSXYoWLZphryHHiAtWFneLpUULddJXX8ELp2LqnVSCxEIIIUSKzp+Pvy1dDNPM29ubV69eUapUKb3jnEaNGvHy5UtKliypd/yyfPlyevbsyddff02ZMmVo27Ytx44d081Tr149Bg4cSJcuXXB2dmbatGkATJgwgYCAAEqWLJmuLr+zZs2ibt26tGnThiZNmlC/fn3KlSuHjY1Nis8LDg7G1dU1yUV7snr69Ok0bNiQtm3b0qRJE9555x2qV6+ut4yZM2dStGhRGjZsSLdu3Rg2bBh2dnav/VpAzep8//33adWqFc2aNaNixYosWLAgzctZtmwZUVFR1KhRgy+//DLFCtzpNWDAAFatWpVk+qtXr/jss89YvHixLtBbuHBh5s2bR58+fZg8eTIrVqzQjVMZHh7Oxo0b+fjjjzOtrTnWrVvw4gVYWkLZsroYn7NzgmBlNi0EDsQHK3PlAk9PmDsXLl6MT1YQQgghspBGMXbQnyyk0WiSFNhJLCgoCDc3N9auXZts13ErKytWrFhBV+3o1sCqVavo168f4eHhBp8TERGhFwANDg6maNGivHjxglzaPhxvuhEjYNo0GDKEiB9mU7kyXLkCQ6rsZfbpd2HkSMjEA2ohhBBvOEVRx0IrW1b9Y5/FwsPDuXnzJsWLF081YCYyXmhoKIULF2bmzJn069cvQ5ft5eVF1apVZcifRMLDwylTpgxr167VK0qUVj///DN//fUXO3fuzMDWGZbjPqd//aV28a5SBfz9WbUKuncHb2+YM0edXMA5lgf+99UCPKlkFme5Pn3Ax0ft+p1dsz+FEELkaMHBwTg5ORkVX8s2BXbSytXVFTc3txTHPHJxcUmSRfnw4cMk2ZYJWVtb66odvrW0BXYKFsTaWo1btm8PfwV6MhukO4gQQoj00WggrliHePOdOnWKS5cuUatWLV68eMGECRMAaNeunYlb9vawsbFh5cqVr92dX8vS0pJ58+ZlUKveMFWrws8/Q1wWqsHMykfhULgwhIXp5ss2tGmfb0tyhhBCiGwtxwYrnzx5wu3bt3F1dU12nrp167Jr1y6GDh2qm7Zz507q1auXFU3MuT7/HBo3ZuPTRgQtAHd3dfLDsLiqodINXAghREYJCwMrK7DIsYckwggzZszg8uXLWFlZUb16dQ4ePCgFWrJYwvFNX9eAAQMyoCVvKDc3+PRT3V1DwcpX2BGNORYvX2a/YGXCMSsBAgNh8WK1nZk0nqoQQgiRnGzzzyAkJIRr167p7t+8eRN/f3/y5s1L3rx5GTduHB07dsTV1ZWAgAC+//578ufPT4cOHXTP6dmzJ4ULF2ZqXOW6L7/8koYNG/Ljjz/Srl07/vrrL3bv3p3sAOMiTvXqUL06v7SE7dth9mx1cmiEJa/mLMa2ThXTtk8IIUTONWoUHDqkDoY8ejScPg1Hj0Lt2qZumcgknp6enDhxIkvW5evrmyXrESI1CYOVefKoVcEda5TBPCxGDQwWKGDaBiY2cCC8+676PwDUFzBlipoJKsFKIYQQWSzbBCuPHz+uq1wJ8NVXXwHQq1cvFi5cyNmzZ1m5ciXPnz/H1dUVb29v1q1bh6P27B8QGBioVwWyXr16rF27llGjRjF69GhKlizJunXrqC1/iIxy+7Z6Xb48+Pqqx1RWHgPA3KTNEkIIkZOdOaP+qHz0ETjEZewHBkqwUgiRc4WEwB9/QOXKUK0aaDRoe9w7O4O5OZQrBzi9hDCyZ6WdxDUAcudWr1+8yPKmCCGEENkmWOnl5UVKtX527NiR6jIMnU3v1KkTnTp1Sk/T3i6KAitWQIEC3LnTEtBQtGjcAZYQQgiRXpGR6rWVFRQrpmZZBgaatk1CCJEeO3dC375QogRcvw5A795q3FKvnlGuXBAUlD2DlYlpg5UhIRAdLUN1CCGEyFLyqyP0PXsGffrwEgdeoB5IFSmS4PGTJ9UKro0aqWPzCCGEEGkREaFeW1urwUqQYKUQImf76y/1um1b3aS2bfXu8tNPcOv5aAYzhpLZMVh58CDY20PFiurJpISFdl68gHz5TNe2tLh7V+26LoQQIkczS30W8VaJK55z16EsoB6nODrC5s0wfjwcG7AUevWC/ftN2UohhBA5VeLMSoBbt0zXHiGESI/oaNiyRb2dQoX7pUth9oOPuEGJ7JdZqShqIkL16vD0qTrN0lINXkL27woeHa1mgPbooXYHu3PH1C0SQgiRThKsFPoePADgjlMFID6rcu1aGDcODlrEjSuaoBiSEEIIYTRtsFIyK4UQb4LDh+HJE8ibF955B4CYGNi7F86ehdhYdTbtMPvBjTtAqVImamwyQkPVgCXoZ1Q6OanXz59neZPS5Lff1G7rv/+uBoK/+cbULRJCCJFO0g1c6NMGK+08gPhgpbZg4SPbuD+WV69mdcuEEEK8CbTdwK2soGBB9bYEK4UQOZW2C3jr1rpxHR8/VgtrazQQFaU+rI0BvuzxKdQwQTtTEhysXpubg61t/PTcueHeveyfWXnvnhohdnNTM/X/+8/ULRJCCJFOklkp9MV1A29b9goHD8LEiepkZ+e4h83i/lhKZqUQQojXYW0NNjbxmZVNm0L79uofTZFt+Pj4kFtbYAMYN24cVatW1d3v3bs37du319338vJiyJAhaV5PQEAAGo0Gf3//126reP3t/zpGjx7NgAED0rWMYcOG8cUXX6T9iSkU4zSJqCjYsEG9naAL+KNH6nXevGr8D+IzK7NbD3AgPljp6KhGWLXWr4crVxJVCcqG7t1Tr6tXV6+zeyaoEEKIVEmwUuiLy6zMW9Sed96BWrXUybrMyui86o2rV7PfAaMQQojsz88PXr2CBg3ULoY7d8KSJeo/em1/SZGs3r17o9FoklxatGiRoevp0qULV65cSfbxn376CR8fn3Svp2jRogQFBVGxYsV0L+t1BAcHM3LkSMqWLYuNjQ0uLi40adKEDRs2oGTD4xxfX180Gg3PEwVjNmzYwETtGeZM9ODBA3766Se+//573bRVq1ZRtGhR8ubNyzeJut8GBATg4eFBsDYYFmf48OEsX76cmzdvGr/yZcvUEx0ODlClSnyAypRu3IDwcMiTB5o3103WBiu1J/shQbDyaVT266GkjaAm7AIO6viPpUur2z07CwpSr8uXV69fvJD/KUIIkcNJsFLoiwtW6rrmxdFlVoYmGGj7yZMsbJgQQog3WmQk1K+vBjJFilq0aEFQUJDeZc2aNRm6DltbWwpoz1Qa4OTkpJd5+ToiIyMxNzfHxcUFC4usH5no+fPn1KtXj5UrV/Ldd99x8uRJDhw4QJcuXRg+fDgvXrPra0xMDLEGAu+R2vFaM0HevHlx1EbDMtHSpUupW7cu7u7uADx+/Jj+/fszY8YMduzYwYoVK9iiLTYDDBo0iB9++IFciYJgBQoUoFmzZixatMj4la9YoX5PhIbCmTPqiQ5TK1NGHZjy77/VIGqckyfV64QfId2YleNmqhW3s1M2eXAwUVjQ8ukqhg83dWNegzZwXa6ceh0To+4nQgghciwJVgp9gwbBypXMDe3HggW6XuHxmZVPzOIHssxuZ4WFEELkXEOHwtGjcP68SZsRGhma7CU8OtzoeV9FvTJq3tdhbW2Ni4uL3iVPnjy6x69evUrDhg2xsbGhfPny7Nq1C41Gw6ZNmwDD2Xn+/v5oNBoCAgKApN3AE0vcDRwgOjqazz77jNy5c5MvXz5GjRqll53o7u7OpEmT6N27N05OTnz88cdJuoEbWu+mTZvQJOiaqu2SvmzZMooVK4aDgwODBg0iJiaGadOm4eLiQoECBZg8eXKK2/H7778nICCAY8eO0atXL8qXL4+Hhwcff/wx/v7+OMQFn549e0bPnj3JkycPdnZ2tGzZkqsJjoG0bd68eTPly5fH2tqaW7duGXy9AIcPH6Zhw4bY2tpStGhRvvjiC0ITBFYiIiIYPnw4RYsWxdramtKlS7N06VICAgLw9lYLHebJkweNRkPv3r2BpN3AjW3zjh07KFeuHA4ODrogeErWrl1L27Ztdfdv3LiBk5MTXbp0oWbNmnh7e3PhwgUAVq9ejZWVFe+//77BZbVt29b4IHtMDJw4od729FSvU2lrlsmfX1dYB+DmTRg7Vr3dpUv8bLoxK82c1KBrdqpYHRyMP1XZHvIO06fDwYNx03ftgpEj46udZ1faYGWpUrpxQ7P9OJtCCCFSJAV2hD5PT/D0ZEJ+NXGyYUM1UKnLrHwI/D4X7Oziu1oIIYQQxmrXTg08/PoruLrGT9cGKS9ehBqmqz7hMNUh2cdalW7Flm7xf9oLzChAWFSYwXkbuTXCt7ev7r77T+48DnucZD5lbMZ2VYyNjeX9998nf/78HD16lODg4Cwby3DFihX069ePY8eOcfz4cQYMGICbm5suSAcwffp0Ro8ezahRo9K1ruvXr7Nt2za2b9/O9evX6dSpEzdv3sTDw4P9+/dz+PBh+vbty7vvvkudOnWSPD82Npa1a9fy0UcfUahQoSSPOyTIkuvduzdXr17l77//JleuXIwYMYJWrVpx4cIFLC0tAQgLC2Pq1KksWbKEfPny6bJSE7/es2fP0rx5cyZOnMjSpUt59OgRn332GZ999hnLly8HoGfPnhw5coS5c+dSpUoVbt68yePHjylatCh//vknHTt25PLly+TKlQvbhMVQEjC2zTNmzOC3337DzMyM7t27M2zYMFatWmVwmc+ePePcuXPUSPD5LF26NGFhYZw6dQo3Nzf8/Pzo27cvT58+ZcyYMezbty/Z97BWrVrcvn2bW7du4ebmlux8AFy6pGbK2dvDl1/CkSOQYAxVkzhzRg1UuriAmZr/ERsL/fqpTW3YEAYOjJ990CD48EMo0HYFXAeuX1cLwmQH5crxsv9XsES9q9v99+6FH35Qt3nr1iZrXopiY+MD14UKQc+e6rAiJsjWFkIIkXHkW1wkERER38Nbe/xetCjs368GLZWyHfTG3hZCCCGMtn27mlWkLZGrVa6c+kNz8aJp2pWDbN68WS+YBjBixAhGjx7N7t27uXjxIgEBARSJ6wkxZcoUWrZsmentKlq0KLNnz0aj0VCmTBnOnj3L7Nmz9YKVjRs3ZtiwYbr72kzOtIqNjWXZsmU4OjpSvnx5vL29uXz5Mlu3bsXMzIwyZcrw448/4uvrazBY+fjxY549e0bZsmVTXI824Hfo0CHq1asHxI/RuGnTJj744AMAoqKiWLBgAVWqVNF7fuLX27NnT7p166YLIJcuXZq5c+fSqFEjFi5cSGBgIP/73//YtWsXTZo0AaBEiRK65+fNq44dXqBAgWQzX9PS5kWLFlGyZEkAPvvsMyZMmJDstrh16xaKougFd/PkycOKFSvo2bMnr169omfPnjRv3py+ffvy+eefc/PmTdq2bUtUVBTjxo2jU6dOuucWLlwYUPeBVIOVxYur3b6DgtRgVK9eKc+f2SIi1HEzAZ4+VcesRK0/eeuWWlB72TJdDBNQz824ugIeeeODlY0bZ3nTDSpbluDWZWEJ1KkTn7yKdh/LzlmKr16pJ8Hu3VOHsVq61NQtEkIIkQEkWCn0rVvHg5d5gGZYWemOvbCyUs8QCyGEEK9NUdRAJag/LAlpxxozcbAy5LuQZB8zNzPXu/9w2MNk5zXT6I+0E/BlQLralZC3tzcLFy7Um6YNYl28eJFixYrpApUAdbOokm+dOnX0umvXrVuXmTNnEhMTg3lcSeQaGZQ16+7urjdGY8GCBTE3N8csQXSoYMGCPHxo+D3Sdk/XpHL29eLFi1hYWFC7dm3dtHz58lGmTBkuJthXraysqFy5cpLnJ369J06c4Nq1a3rZi4qiEBsby82bNzl79izm5uY0atQoxXZlRJvt7Ox0gUoAV1fXZLcXwKu48WRtEhVb6dChAx06dNDd9/X15ezZs8yfP59SpUqxZs0aXFxcqFWrFg0bNtRlnWqzQsPCDGcn67Gzg6ZNU58vq2gr6FhYxAf0AA8PNQYZHp5CTRrtNr92LVObmFbaGkh6w4s6OanX2bm6tr29WrVcCCHEG0WClSKeosBHH/EgxhNoRoECGM6gfPoUtm2DkBD45JOsbqUQQoicKjo6/ra1tf5j2gw3Ewcr7a3sTT5vqsuyt6dUqVIGHzNUwTpxQE4b0Es4b1TiTNdMYm+f8nYwMzNL8hoMtU3blVlLo9EYnGao0A2As7MzefLk0QveGZJcRXBFUfS2q62trcHAZ+LXGxsbyyeffMIXX3yRZN5ixYpxLQMCWMa22dD2SqkCev78+QG1O7hzwjLXCURERPDpp5/y+++/c+3aNaKjo3WBVw8PD44dO8Z7770HwNOnTwGSXVayFEWNrD1+HB/4y2raoK6zs8GDZUOByhs34LffwOlOJ4YwX41qZhc3bxJ83gIoSq5caix21ixoqJSjJWTvzMrEYmPV6uaWlmqQWwghRI4kBXZEvFevICaGB6iVwBMVBOePP2DcODi3/wl07w4jRqgHjEIIIYQxIiIAOEADWnR2pEwZmDgx7jFtZuW1a/HZlyLNypcvT2BgIPe0BSeAI0eO6M2jDQ4lLKaiLXCTHkePHk1yv3Tp0rqsSmM4Ozvz8uVLvYIzGdG2xMzMzOjSpQurVq3S21ZaoaGhREdHU758eaKjozl27JjusSdPnnDlyhXKaffZNKhWrRrnz5+nVKlSSS5WVlZUqlSJ2NhY9u/fb/D5VnEZyTEpVJLO6DZrlSxZkly5cukK6BgyceJEWrZsSbVq1YiJiSE6wQmKqKgovXafO3cOS0tLKlSokPKKIyPVY84//lBPeNy8qWYzVqpkuuPQxBUojRAYqB5HLz5eTZ2QnYKVM2YQPE3N1s6VC376SR2qcuzGKiiQvTMrIyP194MPPlD3jxUrTNYkoy1dqv4IJjyRJ4QQApBgpUgorv/HA1yApMHKpUth/Hg4/ihuXKEXL+IHtxRCCCFSExeEnMnX7NhtwZUrcO5c3GNFiqhVHWJisl33yOwmIiKC+/fv610eP1aL9zRp0oQyZcrQs2dPTp8+zcGDBxk5cqTe80uVKkXRokUZN24cV65cYcuWLcycOTPd7bp9+zZfffUVly9fZs2aNcybN48vv/wyTcuoXbs2dnZ2fP/991y7do3Vq1fj4+OT7rYZMmXKFIoWLUrt2rVZuXIlFy5c4OrVqyxbtoyqVasSEhJC6dKladeuHR9//DH//vsvp0+fpnv37hQuXJh27dqleZ0jRozgyJEjDB48GH9/f934kp9//jmgdm/v1asXffv2ZdOmTdy8eRNfX1/+97//AeDm5oZGo2Hz5s08evSIkJCkwxZkdJu1zMzMaNKkCf/++6/Bx8+fP8+6det0416WLVsWMzMzli5dypYtW7h06RI1a9bUzX/w4EEaNGiQbJEgnatXYdo0tVqNubla0AbUk+zavstZTdsNPEGwMjoaChcGLy/Dh8faUQteRttCnz7q2JvZRXAwXzGLu6MXMXWqWk/H1hb8ruRmF02zd2bljz+qmfrDh6v3c0LXdVC7rvfvD2PGwFdfmbo1QgiR7UiwUsSLOxB5YF0MSBqs1B6PPXphpf6pBPlDKYQQwniRkQTjyHZa6CbduhV3Q6NRU3l++y0+GCEM2r59O66urnqXd955B1ADShs3biQiIoJatWrRv39/Jk+erPd8S0tL1qxZw6VLl6hSpQo//vgjkyZNSne7tEVWatWqxeDBg/n8888ZMGBAmpaRN29efv/9d7Zu3UqlSpVYs2YN48aNS3fbDMmTJw9Hjx6le/fuTJo0CU9PTxo0aMCaNWuYPn06TnFBj+XLl1O9enXatGlD3bp1URSFrVu3JulGbYzKlSuzf/9+rl69SoMGDfD09GT06NG4urrq5lm4cCGdOnXi008/pWzZsnz88ce6TNPChQszfvx4vv32WwoWLMhnn31mcD0Z2eaEBgwYwNq1a5N0r1cUhQEDBjB79mxd13dbW1t8fHyYMGEC/fr1Y/78+bqiOgBr1qzRK76UrLNn1esaNdTvCTu7+IEVE2QHZ6mE3cDjXLmi1ng5fjx+zPeEdMHKMAu1+s7QoVnQUCO9fIkNERQqYkaBAurL0n50V9Arewf+7t1TC7Zpg945oSjQrVuQcN+fNw9+/tl07RFCiGxIo6Q0OE0iiqKwf/9+Dh48SEBAAGFhYTg7O+Pp6UmTJk0oWrRoZrbVJIKDg3FycuLFixfk0htx+g3k5we1avGgkCdX150kd26oWDH+4a+/VsevGTYMpp9oDPv2wcqV0KOHyZoshBAiBwkM5Hf3UfRQVuomubqq/zWzUnh4ODdv3qR48eJJioW8qTQaDRs3bqR9+/amborIwRRFoU6dOgwZMoSuXbu+9nK2bNnCN998w5kzZ7CwMDyEvu5zOm0aNj4+ah/qsWPVB8uWhcuXYe9e8PZ+7Xa8thEj1GzPIUNg9mwA1qyBbt3UatqJRl4A4P599ftOo1ETyFOp7ZS1Gscd169ZAx9+CMDvv6uH+E1rv2Dnbw+hdGkTNzIZ7drB33/DwoVq9u2ECep+8sknsGiRqVtn2MOHanbtkyfQpg2MHq32LHjxQr+EvBBCvGHSEl8z6tvw1atXuq4yLVu2ZMuWLTx//hxzc3OuXbvG2LFjKV68OK1atUoyXpHIQeK60hTME8k77+gHKiFBZuUjQDuwv2RWCiGEMFaxYuzrowYq+/VTJwUF6YayFEJkcxqNhl9++UVvLMrXERoayvLly5MNVOrExsKhQ+rtjh3jp2szUU2VWdmokdp1t3Fj3aTTp9XrqlUNP0WbWakoEHr/pRps1XYnN7XgYObyOUPW1ub4cXWSNkHxeaxT9g1UQvw+UKiQep0TuoEXKACbN6sFS7Xd10NCsnc2qBBCZDGjqoF7eHhQu3ZtFi1aRPPmzQ12Ibl16xarV6+mS5cujBo1yrhuHSJ70Y77k0yEW9vT5cEDoHHcQcvVq5nfLiGEEG8Mbd2USpXUXnuvXsGdO3FFfUND4fBh9Q98t24mbacQwrAqVapQpUqVdC2jc+fOxs0YFqaOdVu2LCQsxGPqYGWrVuolAW2wMrlNY2enJs3FxsLL/kNx2LpU7f6bTFf+LBUczEY64PtXcep2VXvc64KVz03ZMCNoU/O1wcqc0A0c1NRa7XgB33yjRrPTUIxMCCHedEYFK7dt20bFxGl2ibi5ufHdd9/x9ddfc0s3AJXIUapXh99+46f9VTGfD1266A3Fg1tcXZ0bN4ABklkphBAi7bSFvq2toVgxNbno1q24YOWdO9CsmfqvvmvXbNZPMmdLw6g/QmQfYWHqdefO+t8Hpg5WGqAtWp9csFKjUXv6BgfDyzzFcIXs0/7gYIJRkxW0GaDamF/kk2AY+SMMHhwfEMwuYmPV/vUQv09k98zKQ4fUjVyxYnyX72nTTNsmIYTIhowKVqYWqEzIysqK0tm5q4BIXrFi0L0747+AZ0vUni0Jg5Xat/XGDYiu8w4WW7ZAmTKmaasQQoic59IlIg6HADWwtlaTpUCtjQDEnxULC1P/aBqqUiGEeDsoijq4I8AHH+g/1qCBmoldr17Wtwvg/Hn1+6lgQTA35949NWam0ahZ48nZu1c9UeP2p5U6QRtoM7VvviF4shs8i+9gVb68enLJsnx1mHJNzSTNbsHKp091+8iZ+wXIFQXuxYur+0u5ciZuXDKGDlXrBPz+O3z0kalbI4QQ2ZZRwUpDoqOjWbx4Mb6+vsTExFC/fn0GDx781gxU/6aKjIRnz9TbiauBFykCu3apQUtzF+ck3V+EEEKIFD18yOwH/RlZrDolW62hT59Ej9vYqAGAZ8/Urn0SrBTi7aXRqNly27bFn9nQat9evZhKrVrqSZXr16FECV6+VOukvHihZk8mp3r1uBvH4rIBskuw8uuvCY5L7tMGK83M4hL/snOmYnQ0dOzI4+cW1KpvSUQE3L1bhUL/+5+pW2bYixdw4oR6u1Gj+OmPH6v7QoEC8UUChBDiLffa5ca++OILNm7ciLe3N40aNWL16tX0SfKvQ+QoJ0/y8PedAFhYJP2PaGYGTZqoiS/SM08IIUSaRUTgwVXq5b6Q5ISYjjZzJ6tLhAshsqfixbPXgWdoaHz39LjAUpky8M8/sH+/kctwcVGvs0uwkhSGrs/OY0C6uMD69VyduFZXqG3wYDUpN1v691+163qpUmoWiNann6opuevWma5tQgiRzRidWblx40Y6dOigu79z504uX76MedxAwM2bN6dOnToZ30KRdX75hQeL/YBmFCgQP4xKsvbuVcddefdd03XDEUIIkXNoB6y0skp+nkKF1C6W2WUsNyFE9qMoavDs/v2kWZeZ7eFD9drGBuzt9R5KLab6559w7hy8V6oE1SB7BCvv3CHyWiDh4eqxfMJg5aBBcPv8D8zjA4pnx8zKOAnPbW3aBH/+EUun5i/VsSFT/UOThfbtU6+9vPSn582rXj99mqXNEUKI7Mzob++lS5fSvn177t69C0C1atUYOHAg27dv559//mH48OHUrFkz0xoqskBwMA9QU12Sy3g5cQJGj4YVK4C1a2HMGNi6NevaKIQQIueKjGQ5vZn9uAeBgWpMsnp10DvXqS2SIJmVQrzdbt2CBw/gwoWkj714oXYBKlcOXr3K2nY9eqReFygAGg1Xr0JAgHFP3bABxo2DPZfiMsgfPIgfl9NU1q/npfd7urvaAjsAO3bAlvs1uI9L9sysjIwERcHLC/bsie9Z/UOXk2pG6JMnpmxdUkePqtcNG+pPz5dPvc5u7RVCCBMyOli5efNmPvzwQ7y8vJg3bx6//PILuXLlYuTIkYwePZqiRYuyevXqzGyryGxGBCtPnoRJk9Q4pW4E8dOns6Z9QgghcraICKbzDV8FfMH162rR75Mn1Sq6sbFx82i7gUtmpRBvt7AwCA+HuF5cepyc1MxGyPrsRG1mZVwX8AkT1J7q06en/tSSJdXra/cdYcAAGDVKHXfRlM6eJQ/PuDtkOhcvgqVl/EPaHuDPyZ09A2mTJ4OVFfl+HE7jxjBrljr5vibupFd2C7BeuqReJy5eK5mVQgiRRJry4j/88EP8/Pw4c+YMzZs3p0ePHpw4cQJ/f39+/vlnnBOWjhY5jxHBSm1F8KtXgapV1TsSrBRCCGGMyEgisAbUirhFiqjdJiMi1AQjADp1gpUroV8/07UzG1MUhQEDBpA3b140Gg25c+dmyJAhusfd3d2ZM2eOydpniEajYdOmTaZuhshJoqPjMw6LFgXU2OXWrbB7NwTc0pguC1sbrHR2JigI/v5bvWvMaFilSqnX126YweLFapqltXWmNNNoZ89ihkKh+sWT9KjXC1YaynA1tUeP1H0lLnDt4aGOG7q9QC/18ezUdf3Jk/iAr4eH/mMSrBRCiCTSPIhH7ty5+fXXX5k+fTo9evTgm2++4VUGdL84cOAA7733HoUKFUpyUBsVFcWIESOoVKkS9vb2FCpUiJ49e3IvlYMTHx8fNBpNkkt4eHi62/tGCg6mL8v4d/Z/DBtmeBZtsDIgAKLKVVbv3L6dPc+2CiGEyF4iI4lEHa/S2lrN4NHWGKhVC5YsQe0X3qMHVK5sunZmY9u3b8fHx4fNmzcTFBTElStXmDhxYrLzS6BQ5Ejaainm5moKNjByJLRuDU2bqpmMfk5N1Hnu3MnatsUFK2OdC9K7t1qYpmpV44Zv1wYrr1/PtNalTUyMOh4HxPeYSkBXW2fYpOxZ/CXuvVh5swFLlqiJlA0bQkXnuLNf2SlYaWcHW7bAwoVJxjqVbuBCCJGU0cHK27dv06VLFypVqsRHH31E6dKlOXHiBLa2tlStWpVt27alqyGhoaFUqVKF+fPnJ3ksLCyMkydPMnr0aE6ePMmGDRu4cuUKbdu2TXW5uXLlIigoSO9io+02IvS9eEEBHlG/rpKkd4JWoULqb21MDNx86gQlSqgPSHalEEKI1PTtS4SzGp3U1tiZNk0t6HrnDnz8McQNjS2Scf36dVxdXalXrx4uLi4UKFAAx4SDzGWSqKioTF+HEDraYKVFfC3QPXvUa2035ROWcamMt29nYcNQz6x8/TXzNZ+xc6ea1LdqleHe6olpu4EHBkLEo2C1W7AurdwEbtyAsDDOWNVg6ILSLF6s/7AuszJfSf3BLLOLuPFDf9hXi48/hsuX46Y7OanX2akbuK0ttGoFAwcmfUwyK4UQIgmjg5U9e/ZEo9Ewffp0ChQowCeffIKVlRUTJkxg06ZNTJ06lc6dO792Q1q2bMmkSZN4//33kzzm5OTErl276Ny5M2XKlKFOnTrMmzePEydOEBgYmOJyNRoNLi4ueheRjOBg9TphGcBENJr4s8J6XcH9/TOzZUIIId4EZmZERqrlcrU9Hz/8EG7ejP9tOXcqSu3ruXSpWvE3iyiKQmhoqEkuipGvs3fv3nz++ecEBgai0Whwd3fHy8tLrxt4Qu7u7gB06NBBN7/WP//8Q/Xq1bGxsaFEiRKMHz+e6ARj52k0GhYtWkS7du2wt7dn0qRJRj3v6tWrNGzYEBsbG8qXL8+uXbvS9kYIAepYlaALVoaGxicAfvkldOkCbm5x82Z1ZmXjxjBjBnMOVAfUEy7lyxv31AIFwMFB/Wq7+fEUtUCQj0/mtTU1Z88CcKFQE+bMNUuSPKmN+WWnBEU9cZmVd5+rmYqFC8Ovv8LkRwN4RP5s3PBE3N3VHdtQIFMIId5SFqnPojp+/Dj+/v6ULFmS5s2bU7x4cd1j5cqV48CBA/zyyy+Z0khDXrx4oRurKSUhISG4ubkRExND1apVmThxIp6ensnOHxERQYT2bC4QrA3gvQ3mz+enP4tgttmdznlTHrfyzJkEwcoNG3QHO0IIIURKIiPVa21mJaiZSZ07q3Uy8ueNhfqt1Qc6dIjPOMlkYWFhODg4ZMm6EgsJCcE+cbdAA3766SdKlizJL7/8gp+fH+bm5nzwwQfJzu/n50eBAgVYvnw5LVq0wDwu9WvHjh10796duXPn0qBBA65fv86AAQMAGDt2rO75Y8eOZerUqcyePRtzc/NUnxcbG8v7779P/vz5OXr0KMHBwckGUoVIkfZYPC6N8uRJtQhX4cIJCtnMD4P1ZH1mJWqwUTsa1XvvpTxvQtqT/v7+cN2iDGUh6wsEJRR3/B7sWgYCkuYraP9mhV65A19Oh7p11TNM2cWjR4RgT3Co+pe2UCG14NGdOz1pzlycs1NmpTYS7O2tK86kU6QIZLOxhoUQwtSMzqysVq0aY8aMYefOnbrxIxPTHrBmtvDwcL799lu6detGrhSyAMuWLYuPjw9///03a9aswcbGhvr163P16tVknzN16lScnJx0l6Jxg3q/Fbp2Zeq/DfhiuG2Kx03acSuvXQP69lUH3P711yxpohBCiBzszz+JCFfLfieuKTF5sppMWb2edXyAUiqC63FycsLR0RFzc3NcXFxSLWyofTx37tx680+ePJlvv/2WXr16UaJECZo2bcrEiRNZnKgPaLdu3ejbty8lSpTAzc0t1eft3r2bixcv8ttvv1G1alUaNmzIlClTMmFLiDeemZnarzouszJ3bvjkE+jaNcE8NWqomWhpiRZmhOPHCbv5gPz5FSwtk8adUuPjo45Z2bxOXCDNlMHKjh1h7lyCK6oDbib+WzVihHqCaV7N32Du3PhqQtlBdDQ8eUIQaqElBwe1p7quB3jDtvH97rODcePUQK8MnZX1IiMTjBEghMgpjM6sXLlyJV9//TVDhw6latWqSQ5os0pUVBQffvghsbGxLFiwIMV569SpQ50Epfnq169PtWrVmDdvHnPnzjX4nO+++46vvvpKdz84OPitClhqT0Bqf+gN+ewzdVyxYsUAi8LqaW4hhBAiFcrJU+xV5hLZrjP58g1OfkZXV3Xsrnv3oEKFLGmbnZ0dISEhWbIuQ+vOSidOnMDPz4/JkyfrpsXExBAeHk5YWJiuPTVq1EjT8y5evEixYsUooq2aBNStWzeTX414I7m5qV18bt4E1NovixbFPxwTA89L1yHfQiNKcGek6GioWxf76Gju3LqFUrQYGk3aFlGlStyNwnFdmEwZrKxYESpWJHiMejdxsFI3zH92HPYpPBw6duTu1cJwRs2qhATjbH4xBtqZrHX6oqPjqyqVKWN4nvv31QI7xYvrikqJDDJpEkycCD//DJ9+aurWCCGMZHSw0s3NjfXr12dmW1IVFRVF586duXnzJnv37k0xq9IQMzMzatasmWJmpbW1NdaJ0z3eBsHBRO45SHi42vUupWClxCaFEEK8Dk1UJI04AKVrgVXSxyMi1CFGKrgWQnP+fHw/y6xom0ZjVFfsN0FsbCzjx483OE54wiKEibdHas8zNPamJq2RHCFScfo0VKumxjKz8CtCdeuWGniysYEiRdIcqNSjHUfflMHKOC9fqtfJ/rXSDqF1+TKEhWWPYJqDA6xfz73VwEfx/090wcrnJmqXITdvQlSUWmQnwcmc0FA16S9PHqBOHXX/OnoUatc2XVvfRLNnm7oFQojXYFQ38NDQ0DQtNK3zG0MbqLx69Sq7d+8mX758aV6Goij4+/vj6uqa4e3L8a5eJfj9Xrq7aSr498cf0L07bN6c8e0SQgjx5tCOQ2eVNFIZEaH+9lSqBI/yxmWeSDfwdLO0tCQmJkZvWrVq1bh8+TKlSpVKcjEzS/7QMLXnlS9fnsDAQO4liCAdOXIk016beEPFxurdDQ0FP7/4rw9nZ3WWBw8g5ukLtfJOWFjWtE2b8FCypNpV/TU8eABjx8JXK+JSLE31PRcTAxs3wu7dBD9Xt3niYOXVq/DRRzBwnIsaHY6NzXbj1Gu/bpJkVga9gkGD4Nkzk7RLj7YLsoeH3n7z4YdqT7Vjx5CK4JlJu3OUK2fadggh0sSoX9lSpUoxZcoUvYPPxBRFYdeuXbRs2TLZLtYpCQkJwd/fH/+47gU3b97E39+fwMBAoqOj6dSpE8ePH2fVqlXExMRw//597t+/T6R2pH7UiuXfffed7v748ePZsWMHN27cwN/fn379+uHv789AqbSW1IsXvEBNp7S31w0RlKxp09SDl5s3gR07YNUqOHEi89sphBAixwoNhfkMZsnZpFkj1tagHXXlgnncuNhZnjb15nF3d2fPnj3cv3+fZ3F/2seMGcPKlSsZN24c58+f5+LFi6xbt45Ro0aluKzUntekSRPKlClDz549OX36NAcPHmTkyJGZ/hrFG0RR1EHRz55Vo3qoh5e1aqlDVII6RqRGo8bNHnk2U7synzyZNe2LC1b+z64X77wDU6emfRGRkWoRmHmr8hCNuToG06tXGdxQIwQHw/vvQ9OmaOuJJg5WhobC6tXw11/E91/PLmMuRkVBbCzdu8PevaAdxUsbrHyxeos6dkCtWhAQYKpWqrTBykRdwAcMgJAQaNcObtmWVSdKsDJjKQoEBqq3ixVTvzjCw03bJiGEUYwKVvr6+nLq1CmKFy9O7dq1GTx4MJMnT2bmzJmMGjWK999/n0KFCtGvXz/atm3L8OHD09yQ48eP4+npqavU/dVXX+Hp6cmYMWO4c+cOf//9N3fu3KFq1aq4urrqLocPH9YtIzAwkKAEZyefP3/OgAEDKFeuHM2aNePu3bscOHCAWrVqpbl9b7zgYIJRj1CM6V2/Zo168HL+POq4QhD/Q5DVfv0V/vnHNOsWQghhtCcvrfic+Xy2rZXBx8uXV68vRsdVcpNgZbrNnDmTXbt2UbRoUd0xVvPmzdm8eTO7du2iZs2a1KlTh1mzZuGm/T1PRmrPMzMzY+PGjURERFCrVi369++vN76lEKm6e1cNokVF6cYk0sYhtcMmWlioSX4A9/LFndi4cydr2hcXrLxiXYlDh+DGjbQvonBh9eRMdLSG292/VwuvJMp+zhLavt9WVixYZMaFC9C5s/4sel2q3d3VO9kl433hQrCywmX0x3h7q0MDQII2V2moBqeuXYMffzRZMwE4d069ThSs9PKCypXVuHyXS+PUiRKszFiPHqnBSY1GPQni6Sm9AYXIIYwas7JMmTL88ccf3Llzhz/++IMDBw5w+PBhXr16Rf78+fH09OTXX3+lVatWKXYfSomXl5fBsY60UnpMy9fXV+/+7NmzmS1jVBgnOFiXWZnSeJVapUurY2xfvUp8sPLWrUxrXhKXL6tjBl26pJ6WtLdXf4CKF8+6NgghhEiTyLhK4FbmMRg6BClXTv0PccGqKqxcKV22DBgyZAhDhgzR3U987BOQKIPovffe4z0D1ZKbN29O8+bNk11PcsddqT3Pw8ODgwcPGrUsIfRERMSP3+jurqvusmuXOqlZs/hZXV3VWYOc4rLRbt/OmjbGBSsfWqnjDqa1EjiovYCLF1cPYa/3mkDxJhnZwDTQFhRzdMTZWe1en5j2P0F4OITnccUG4PHjrGphyh49UoO8iYYV6d1b3Vfc3ArAv1PUoaouXDBNG7UOHFCv69ZFUcDXVx2i0tFR7YlfsiQce+rBK2ywlWBlxtIm07i4qAkuZ87E7/tCiGzN6AI7AEWKFGHo0KEMHTo0s9ojTCU4GE9O8a/3aDSTJqY6e+m4pJerV4FqJghWTp4Mv/2mno2uXl3tI7RjB0gXfyGEyLYiwtWglbVlrMHHtZmVF4LyQI8eWdUsIUR2oM30s7dXx+8LDycyUi2ibGUFbdvGz+rqCqdOQZBN3EnqLM6sfKioUcrXCVaCml156ZKJkxS12zuFgeoT9rZ60XcoNsO/iE9dNLWHDwGYc/097H+FTp3UQjWlSqkXAB7E/WG5ds00bdT69181QtmgAefPQ+PG6i7+8KEauLawUHMwnpCPIk+emLatb5qEXcC1haEyob6GECLjvV4apHjzBAfjRDD1SwRRr17qs+sFK7WZlbdvJxkUPVO8fAl//qnebt5cHYsG1K5DQgghsq3IsWqXYCtHa4OPaxMpTZ0EI4QwAW0AwcFBN0lbN6dFC/2eP9p6GUHmcZWVsyqzcsQIGDqUh5G5gdcPVmprfd6/FQEXL2Zd+xNKEKwcP149/x83TKiOuXl8wPIFTmqE7TV70WW4R49QgO/2NmHAgGSqf5dOMKSIKQNUrq7QtSs4OLB3rzqpRg11+2o08bV1npBPuoFnNGtrNY21WrX4YGVWFeQSQqRLNvm1ESanHVnbmD7gJApWFi6sHrhEROjOcmaqTZvUH5nSpaF2bSgSd6CaVWfVhRBCvJYIM1sArG0MH35of1vu34fwv3bAkiXSXUuIt4U2mGRvD6h1MbQxhcRjKdarp1ZSLldBo07IqmPAjz+GWbN4+Fztevy6wUoXF/U6aOMRNaV83rwMamAaJAhWzpoF48fH/x1ISG/cyuzk4UOCyUV4lNpRULtN79+Hn39We/ySJ098JPD6ddO0MxFtsLJx4/hp+fKp1087DoDWrbO+UW+y1q3hyBFYsECClULkMGnqBi7eYO3b829ETU5EVaXGIahfP+XZtX8oAwMhPMYSm0KF1APFu3fjjxYyy8WL6nXz5urpyMKF1fuSWSmEENlaZKR6nWiIMZ08eWDQILV4RnSfj+HZbTUjomLFrGukECLrxcbGV8SOy6yMiFDr7FhZQeJhV/v0US+cMIdpZPkJa+25+XRnVsbGVQoyxTFsXLAy1iGXLm5pqMhm7tzq8f6LgGfgM1J9Y5Yuzbp2JufRIx6ivgGOjmCrngvj9m347DO11+/HHwPe3uprzYreX4kpCnTrplZS//RTYuxzoR1mOGGw8quv1PNyJToMhmKK+jyNJuvb+6aTYKUQOYoEK4WqTh02b1KL5Q21SD1Y6eysHhiEhakHBaWPHoX8+dVU+8ym7R6RP796LZmVQgiRI0T4rAG6Yq28AmyTPK7RqMkPAKx3UoOVQUESrBTiTWdmppb7DgvTnc2wtlaDehMmGA6iAeqAfwMHqkMSZXaA5+JFeP6c2DLlsLXNjZXV6wcre/aEDh3A5cBZ6I3aTTmr1akDixbxMldRlJ3qJEPDV+7fr8Z4rB6/gi4L1b7Lv/5q+u7gDx7wkAqA/vuQJBN0/fqsbJW+q1dh7VrYsAG+/BJ/f3jxQt2fPT3jZ+vfP8FzAm9D2bIwZQokKKYmXlPC7wUJVgqRo6T5VyYwMNBgVUdFUQjUDmArcqQXL9TrZA8IE9Bo4Nw59SR46dKo2Y1ZEaiE+GCltluHNrNSgpVCCJGteZ5axmZaM6eXf+ozawelM8WfeCFE1jM314uWaTRq3LJ9e8Ozx8TAw+i8sHAhfPtt5meizZ8P9ephNmMat26pFbJfN1iZP78aZ7V1N2FmpYcHfPIJl0u2AtSOUdpYTkK5c8fFj7VJAjExpu8THhsLzZvzoLw3oP8+aEe0Cg5Wm2pS+/ap13Xrgq2trgt4o0ZqUR2Ddu1S/2Blh+zVN0GRIuqH7dq1+B1c281DZI7oaHUsBm3KthCvKc3ByuLFi/Po0aMk058+fUrx4sUzpFHCBA4fJvia2qfFyGErKVYMLC0zsU3JSRysLFFCjZxKsFwIIbK1/MojWrMV7xrJH8CGhsLly3AnV1xpcAlWCiESuXdPDaAVKaImTmUJbREcd3dAjY2mOz6qPeF+714WvhB9p0+r15UrpzKjlVX8nwQD/wWzlJkZrFvHw88nAYaDlZBoDE7tMANZyc9PvX7nHUDNUgW1Z3pCDx6owypevIga2AS4ccNk+8QbIyxM/WwFBKgDg37zjRrBXrzY1C17sx07po7F8M03pm6JyOHSHKxUFAWNgV/mkJAQbGxsMqRRwgT69OHF7v8A44OVeo4fh969YdSoDG2WQd98o57d1lYBt7KCChXi+30IIYTIniIi1OsUMvHHjFF7wM293UGdEBSUBQ0TQpiMoqjdZW/fVjNy4jx8qCbmaHv+JJQ/v5pcFxUFT+5FwNmz6lmOzKQ9caLN+k6HqCgYORL6TnDjFTbqWRpD1W0y09mzsGcPZw6rJ4+SC1b+8Qd89BGsXIk6DhRkTUFNI2ibUbBg/DRr6/jxK58/By5cUGfQDriflbSR4KpVAfU9X7AA2rTRn23pUrVo1PTpQKlSahQ8LCzbbOccS5vI4uio/k+0sDD98AVvgw0b1OtsUtRK5FxGj1n51VdfAaDRaBg9ejR2CfoJxMTEcOzYMarGfRGLHOjePYJR+38b0w0c1JNU48apB5J/9n8EK1aoRzqTJmVaMwG1sE7z5pm7DiGEEBnuSkghDlMb93P58WpkeB5tHOBuTNy/T8msFOLNFh2tRiRfvNB9AcTGqnGap0/1A1FaVlZqwPLxY7g3eTn5Fw5ST5ovX5557Yw7cbL1ehkm11cLpEyc+HqLsrCAWbMgPNyS0Y4eFH95Ru0K/loZA69p9mxYvpzzJQIAx2SDlQEBsHq1GmDt6eysdqc1dWZlVBSYm9OvnxkNGsT3UNfKnVtNpHz+HHBziQ/6hYUZ7uueGaKj1Z5foAtW1q0bnziZkK4a+FPUnbtoUTXQduOG4Q+AMI42WFmsmBQsygpLlsD587oiaTx+bNr2iBzP6FMLp06d4tSpUyiKwtmzZ3X3T506xaVLl6hSpQo+Pj6Z2FSRaV6+hJAQXqAeIBl7nGRlpcYnN22CVwXd1Ym3bmVKE1O1Zo1aQnbPHtOsXwghRKp8Q2rQBx/m/FE42Xl0Q1W+yqPekMzKN5K7uztz5swx2fovX76Mi4sLL9MxptbZs2cpUqQIoaGhGdiyt1B4uHptba2OW0n8kHIaTXwyX2LaHtR3c6tFVtQ+tJkkJkbtqwtcCy7A4cNw5crrL06jUceIBAj64Au1ilBW9xCK2/d3fLmVc+egdWvDs2lzUU6dIv7NMHWwcuVKsLKi8PCP8PaGSpX0H9b+l3n+HHXYqDxxvydZmel15Yq6bzs4qENWpUA7stWTJ3ETtPPfuJF57XsbJAxWApw4AV26wPDhpmvTm+yvv2DOHN13pQQrRXoZHazct28f+/bto1evXmzbtk13f9++fezYsYPFixdT2hTp9SL94rJWgjXqL7uxmZWuruoxS2wsnA12Uydqz4xnluho9Yvw4EH9UbN374ZFi+Do0cxbtxBCiHSJjFYzG6ysk89w0AtW/v47zJiRFU3LMXr37o1Go0Gj0WBhYUGxYsUYNGgQz549SzLvq1evyJMnD3nz5uVVgvHaFi1ahKOjI9EJutyGhIRgaWlJgwYN9JZx8OBBNBoNV+IiM6dOnaJNmzYUKFAAGxsb3N3d6dKlC48z+U+Jj48PuTMwmDNy5EgGDx6MY1xBl4CAABo2bIiDgwONGjXiVqKTr61bt+bPP//Um1apUiVq1arF7NmzM6xdbyXtvplgOCntiBEp9dosWlS9vm0ZF9i5eDHzxvh79Eg97jQz4+ErdZ953eI6Wq6u6vX91v1g9OgM6V6eJnHBSsvc9lSoEB8wS0xbtfraNQh2itvopg5WPnigvh/JDCmyeLE6PqSu4napUur1tWtZ0z5QA2U2NmqvMzMzTp9WkzzOn086q15mJUiwMqNox5nVflk8fgz/+59axEhkPO3vZrVq6vXjxzLuqkiXNA/asHz5cnIZG80SOUNcsHJt0eFs2aKOFWYMjSb+IODUZbv4o5zMzK58+lQtC9mwof50qQguhBDZXkS0OvqMtU3qwcq7DyxRun1kuM/cW65FixYEBQUREBDAkiVL+Oeff/j000+TzPfnn39SsUIFypcsyYbVq3XTvb29CQkJ4fjx47ppBw8exMXFBT8/P8LCwnTTfX19KVSoEB4eHjx8+JAmTZqQP39+duzYwcWLF1m2bBmurq56z8nu7ty5w99//02fPn10077++msKFy7MqVOncHFxYdiwYbrH1q5di7m5OR07dkyyrD59+rBw4UJiTF52OAfTZlYmCFZqJ6VUyFEbfwiMKKhGNIODMy8TW7vcAgV48MhMezNddJmVpkoe12YVJ6jAbkj+/GohI4DTnSerx+IjR2Zy41IRl7m14G47Fi9OGjtt2FC96M5vaIOVV69mWRNp0ULdxhs3AupV795q7/vEtMFKXWalh4dawTqF8Z2FEbQn0bQfVu0QADno9ypH0WayaoOV4eGyrUW6pDlYGRoayujRo6lXrx6lSpWiRIkSeheRA8UFK2uXfEyrVmkbLkcbrPT3R/1h1d3JJNrMkdy5dV2FgPijqLt3M2/dQggh0iViyAgArPI6JDuPNlgZGhr/XzorKIq6zmQvIUrKj6fjktbEA2tra1xcXChSpAjNmjWjS5cu7Ny5M8l8S5cupXuTJnRv0oSlCaqflilThkKFCuHr66ub5uvrS7t27ShZsiSHDx/Wm+4dV7r28OHDBAcHs2TJEjw9PSlevDiNGzdmzpw5FNN2szPg4cOHvPfee9ja2lK8eHFWrVqVZJ5Zs2ZRqVIl7O3tKVq0KJ9++ikhISG6NvTp04cXL17oskrHjRsHwO+//06NGjVwdHTExcWFbt268TCVohT/+9//qFKlCkW0xw7AxYsX6dWrF6VLl6Z3795cuHABgOfPnzNq1Cjmz59vcFnNmzfnyZMn7NeW+RVpZyBYmTCzMjm6zMogCyhZUr2TWV3BXVzgp5/gu+90wx9mWGZlYKRaBCazCwQl9vIly+lN74W12b495Vl1yQk3nNQu1aYe/y8uWDn632YMHGhEHZoyZdTrrN7GFha6HeXSJXWSoaSQhN3AFQUYMULNqpTuyulTvLhauUjb+1OClZknYe/K8uXjA+3SFVykQ5qDlf3792fp0qU0aNCAzz77jC+//FLvInIg7Snd1+h+ojeOTaO4agl792ZIswzS9o9I3FdFMiuFECLbi7RWM3isbZM//LC3jz9pdm/9Yfj11/jxjzJRWJg6tFiyF0dNyo+n45Ke/003btxg+/btWCZKQbt+/TpHjhyhc8OGdG7ShMOnT3MjQZdCLy8v9u3bp7u/b98+vLy8aNSokW56ZGQkR44c0QUrXVxciI6OZuPGjShpiLD27t2bgIAA9u7dy/r161mwYEGSgKKZmRlz587l3LlzrFixgr179zI87o96vXr1mDNnDrly5SIoKIigoCBd5mNkZCQTJ07k9OnTbNq0iZs3b9K7d+8U23PgwAFq1KihN61KlSrs3r2b2NhYdu7cSeW4aiPDhg3js88+SzYYa2VlRZUqVTh48KDR20Mk8prByurV4cMPoX59oFw5dWJmBStdXeGLL+CLL3TnxbWZka9Ll1l58BpUqADffZe+BabVy5dspwUrdhXi7NmUZ9UGK0+ezPxmGeXBA6Kw4GmYWvY7ceD4v//g55/VUaOA+AihNmJoAikFK7WZldHREHeORmSEYcPg0CHo2VO9L8HKzKPNqsybVz2wGTYMxo/PuoJW4o1kdDVwrW3btrFlyxbq16+fGe0RptCsGcEaJ3yuvUOe36BHD+Ofqj14OXMGYsY2xnzatPjsx8ygDVZqB8rWksxKIYTI9rQBCCurlOf78ks1eT7X9NFwaS+4u0PTppnevpxi8+bNODg4EBMTQ3hcoGfWrFl68yxbtoyWXl7kyZULzM1p0aIFy5YtY9KkSYAarBw6dCjR0dG8evWKU6dO0bBhQ2JiYpg7dy4AR48e5dWrV7pgZZ06dfj+++/p1q0bAwcOpFatWjRu3JiePXtSMJmKtVeuXGHbtm0cPXqU2rVrA2rGZzltcCnOkCFDdLeLFy/OxIkTGTRoEAsWLMDKygonJyc0Gg0uiSJEffv21d0uUaIEc+fOpVatWoSEhOCgrUiaSEBAANWrV9ebNmPGDD755BPc3d2pXLkyixcv5sCBA5w+fZpp06bRuXNnjh8/TrNmzZg7dy5WCXbiwoULExAQYHBdIhWxseoFwNZWN9mYbuDNmqkXAG6Ug7//ztwiO6hZb9qexNqexa9Ll1kZGXcCPquPYV++5AxqUD65SuBa1aqpgeOwhy9h0HA1ADFzZhY0MhkPHvAYtQS4mVnSHIaNG+GHH2DIEGjQALUCT+PGUKtWlrWPJk3UDefjQ6yi0SV1GgpW2trC2LHq35vkxmgVGUCClZkncTGjuGMNIdIjzcFK7UDt4g1SuTJ3LSvzZXnIsy5twcrSpdWCPK6u8KCcF4WePEkaSMxIqWVWPnyo/huWMV6EECJ7iYwkcvu/QGOsLWIA82RnHT8+7sYhC7iEbriSzGRnl0xGy/Pn+kUO8uZVg6cZvO608Pb2ZuHChYSFhbFkyRKuXLnC559/rns8JiaGFStW8JM2AFi8ON179GDo0KGMHz8ec3NzvL29CQ0Nxc/Pj2fPnuHh4UGBAgVo1KgRPXr0IDQ0FF9fX4oVK6Y3zM/kyZP56quv2Lt3L0ePHmXRokVMmTKFAwcOUClxSV7U7tUWFhZ6mYxly5ZNUixn3759TJkyhQsXLhAcHEx0dDTh4eGEhoZib2+f7LY4deoU48aNw9/fn6dPnxIbF/gKDAykfPnyBp/z6tUrbBJk8YEacNy8ebPufkREBM2bN2flypVMmjQJR0dHLl++TIsWLVi8eLHe9ra1tc1RY3ZmK2ZmajedqCi9NMqyZdUhKO/fN3I5bdqoKdmJCkRlGH9/ePWKl65lKFgwL+Hh8T3PX1fHjvDuu+By+zY0IuuDlVOnEvBpKYiO7yWbHO3wizYXrkL1RWpvLBMHKx+iJirkz68/MhQkqgYOarfUPXuyrHls3gznzqn7tUZD4C01AG9lZfjnQ6OBuJEt4rVoAadPw759xhcUEAZ17Kgm1swZn5vWoL4ZsbESGc5I2mClm5tp2yHeKGn+hE6cOJExY8bIQdkbJjhYvU5r7SQzM/Xk4aVLUMjdKnMDlaAXrHz2DFatijs5li9ffIDSZCOVCyGESFZYGL38h7COznTtEmvcc3SlwTM/WKnRqF3Q9S52CvbBQdjbxmLv4qheW0Wp0xPPm45LWod/s7e3p1SpUlSuXJm5c+cSERHBeF2EF3bs2MHdu3fp8u23WNSpg0X+/Hz44YfcuXNHN7ZlqVKlKFKkCPv27WPfvn00ihvKxcXFheLFi3Po0CH27dtH48aNk6w/X758fPDBB8ycOZOLFy9SqFAhZiRTtV3bXVyTwou8desWrVq1omLFivz555+cOHGCn3/+GYCoqKhknxcaGkqzZs1wcHDg999/x8/Pj41xxSwiIyOTfV7+/PkNVk9PaPLkyTRr1oxq1arh6+tLx44dsbS05P3339cb6xPg6dOnODs7p7g8kYpEKZSWlupnI7VYQkyMOgJQZK131G7U77yTOe0bNw7q1SPX9v9x5Yo61myieHea5cmjDqlnWzLue+7+ffUFZZGo3h8THq1u99TGq7e2jnu92v380SPTVflVFGjalAeV1Gx7Q2OHas+FnD8fn6WbZcaOhf791dvNmwPxXcBLl055aAM99++rF6kI/vrc3KBwYS6fjeDaNbB0SJDMIrGMjDVwoBoUmDdPvf/8uToWr/R6FOmQ5mDlzJkz2bFjBwULFqRSpUpUq1ZN7yJyoM2beXHoHJC24jpaBg/WoqPT16bkJAhWDhkC3btDu3YQFa2Bs2fVgX0zOONFCCFEBoiMpDJn6cwfVK2R8r+1sDC1N+cVq4rqhCwIVhr06pWarW9mpv62lC+v/ts0dXGJRMaOHcuMGTO4F7edli5dyocdO+K/YQP+W7fiv38//lu28FGnTixdulT3PG9vb3x9ffH19cXLy0s3vVGjRuzYsYOjR4/quoAnx8rKipIlSxIaGmrw8XLlyhEdHa1Xefzy5cs816U8wfHjx4mOjmbmzJnUqVMHDw8P3WtJuJ7EFbcvXbrE48eP+eGHH2jQoAFly5ZNtbgOgKenp66AjiEXL15kzZo1TJgwAVAzVbVB06ioqCTtOHfuHJ7acXFEuqUluOTmphbaOXcu89oDxJ8Ij+u7bXTAyRjaaFtMTIJUwMyXsIBZKgXB42mDlVFR8ZkOWU2jgbVreThcPUFiaASKd95Rsy39/MDbO0GNj5cvE5TczgSHDkHc9waffgrTpgEpj1epFRgIhw8n+LnTZrRLsPL1KArcvYty7x637qlBecf81owZHk7I00h1XEWRcTQa9btMW/ls1Ch1LN5Fi0zbLpGjpfmntn379pnQDGEyigKdOxP8qhWwPs2ZlUkEBsJHH0FAgHo7o//QtW0LBQsSVbo8695TJ+3eDR9/DMuXl85u/x+FEEJoaTPdrKxS/W1YulStZdGxajvWM8x0GfN2dmoXVW13sZQG0DMhLy8vKlSowJQpUxg7diz//PMPf//9NxVbtFBnuHMH7t+nV7t2tO7bl0ePHuHs7Iy3tzeDBw8mKipKl1kJarBy0KBBhIeH6wUrN2/ezNq1a/nwww/x8PBAURT++ecftm7dyvLlyw22rUyZMrRo0YKPP/6YX375BQsLC4YMGYJtgvEJS5YsSXR0NPPmzeO9997j0KFDLEr0B8fd3Z2QkBD27NlDlSpVsLOzo1ixYlhZWTFv3jwGDhzIuXPnmDhxYqrbq3nz5vTv35+YmBjME/UfVRSFAQMGMHv2bN2Yl/Xr1+fXX3/Fw8ODlStX0rVrV938AQEB3L17lyZNmqS6XmFAYKB6QsDFBRwdefYMrl9XR/dJNFKAQa6uauLO7dtQjZNqZk+DBhkfiNBGkF6jGGVKRo2CO3csmeVQjLwhgWogTVttJTOFhfFyhz9QD2vr1McRBpg/H377zYYeVl/xWeQsNbvydbIcMkhKVdkrVoTt2+GDD+DoUf7P3lWHN3W94TeplwpaSqFY0eLu9sNhsA2Gu8sEHTJgsCEDxpAJbDCcMWBjjAFjeHEpUtxaqNFSd29yfn989+QmaZJG2wJ5nydPkqsnN/ee8533e7/vwzffAN8V+xJYuhSYOdNyIexXrtD7++9ThR8Bw4aRr0sXKTxjBvDXX7Tb1KmwkpWmIiUFkMmQgBJITSN91shREgQGOqBxK8BKaVgYpSmnrLUauBWmwGBl5eLFi3W+rHjDkJQEZGQgCWRsGGNz+PkBLVvSQIyyZYGbN2liFBRk1qYCoNKPU6fCrmtHJCaS4tzGBti5Ezhxwvyns8IKK6ywwkzIysIltMEf0oH5zr0U0d8ZQmqRsDDLtSstLX+lzRuQ12rmzJnYsmULNm7ciGLFiqFz587iSiEEolOjRnB1dcXu3bvpe6dOyMjIQLVq1VQK5HTo0AEpKSnw8fGBN1dJAPD19YWzszNmzZqFhg0bomXLljhw4AB+/fVXjNCR8Hr79u3w9vZGhw4d0K9fP0ycOBEeSgxDw4YNsXbtWqxatQp169bFb7/9hm+++UblGK1bt8bkyZMxaNAglClTBqtXr0aZMmWwY8cO/PHHH/D19cXKlSu1hqMro1evXrCzs8Pp06fzrNu8eTPKli2L9957T7FsyZIlyMzMRIsWLVCtWjV8/PHHinW///47unXrhkrWPF3GISWFbFG5HLm5wMuXtDg3Vz9/N789w8IA9OpFr8BA87ZRLlckzxy7xhetWgFCNgWT8euvZMOGuAoqch5BZGm8eIGUoRMB6K+qfP2aqmw/dRSq8cTEWKhx+SAnB5DJMHQopXP8/HPNm3XpAvC6YwEBEPPbW7Ii+J079K5WyKdMGSoG1aqV9l05R60YjnikWEiIWZv4zkBI9RFsVwMAkdo8N2sBCpjfHUycSIx7VBR9t5KVVpgBRgUxJCYm4s8//0RQUBA+//xzlCxZErdv30bZsmVRng8EVrwZEDzFSY6eQKbhOSsBEmdevy6MCQ4OVB7xwQMyFk0tlagDjo7Apk004OzbB9y/x9Dj/BfA338Dx46JHkkrrLCiYJGaKqpaIiPFkqdWvNvIzsY6zMBfmf2x6SQ5m7SBmxIRycJ9ZKnJGmM0VtnZ0QCYn3IyKYmUYE5OFh3fdGHHjh0alw8dOhRDhw4FQI5llXxyAllpK5MhTomYrVy5siKnpDIqVKigcXnVqlWxefNmg9vs6empUrwGQB5yc8aMGZgxY4bObTZt2oRNmzapLBsyZIiK0hGAxrYrw8bGBl988QXWrl2L7kJOOY5JkyZh0qRJKss8PDw0EptZWVnYtGkTfv/9d53ns0ILGCNVJQA4OCAlhXhBBwegQgVxlS6okJUeHjRRNjeJFhurYE9vPHDGw0fmS9dYvjw1+VWPcWhUuUXBjZcpKaiDh0iv7Iv0m9pTIiiD+xeibQVvkh4pFyyC334Dxo2D54AB8Ny3T+em7dsD69cDDRoAkAgx2JYkK5OTiWU3IjUarx2q6KL5vWDNxW8cBOI/xMUXSKCUEYpi4D9uA9q2L7Rx/K1DTg6FxMjlwNy5tMxKVlphBhhMVt67dw9dunSBu7s7goODMWHCBJQsWRKHDh1CSEgIdu3aZYl2WmEpCGRlsosXkGmcspI7/kJDyXiT+PgQWWlq2EJ0NCk0lQf88+eRmS2FQ/MGkLgTs8rFDGHhEuDeVTJCjh0DlCp1WmGFFQWEU6eAIUMohtfPT+wLrLmBrMjORhYouX1+IYcKZWWsPdjOXZBUqWyxNiEnh4gI9XKyAEUIyGTEKPCK1FlZmrctanj8mH6bj49YgC47m4icqChy6BlahvwtwsSJE5GQkICUlBS46p2wTxUhISFYsGAB2rRpY+bWvSOQy+kFAHZ2SBPmtG5u+mcRUiEreT5Fc5NoAlkkK+WBwCBqWH7Vs/VF+fLA7dvAqxb9gEn9zHNQfZCSAgkAJ3d7OOkZda4gKyGosAtLWRkVJbLa+cDHB5g2je8nkJUvX1JiVFMrJGnC0aPksFVyfB05Apw/D3z0EUWiaQNXVirEtXwgtJKVxkFQVobYk7KyUiXyMwJA2q3HQGR1K1lpLkRE0DNpby92FFay0gozwOC4ppkzZ2L06NF4/vw5HJU6+Z49e+LChQtmbZwVBQBhABxZ4xqOHgXUxAR6oUIFipDLzBSU31zRaGwYeFwcJeP18gJGj1Z1X0+YgB+6/YOade2wfz8t8vamROeZmQB696aFx44Zd24rrLDCeDAGzJpFz3B0NHkwYmIo0ZUVVmRlKcjK/OaYnp70npMjQWzPEZSDzhLg1UC1lR1OTVUtIsFJSksVkTMnsrKIrLSxoUGStz0riwbM8PDCbV8hw9bWFgsWLDCaqASAGjVq5FFhWmEAeKV3qRSwsUFqKn3lfgF9wMnK8HCIk2Rzk2iCrRxWpjGysoiHMlfUP1eRF3jBXF5dxwBHooILLuNLRNC4cRZomB4Qwky3vO6Dn382gMvz8KBEqIwBz55ZrHlwcVEZ5PbtoxSZ//6re7c8ysry5YlMsxJqxkFgfYu7ydG0KVC/vti3pMOZUsBYYR5wtXKVKqItZSUrrTADDCYr/f39NRpm5cuXx2shn4sVbxAEZWXValL07k11BAyFnZ1obIWEgNyYgPFk5d69wJQppGa5f59izDni4xGJcnge7oTbt2nRhAk099q8GQDPMXXu3JsxCD1/Dnz1FSXkNldMkRVWFBaiouiZlUopif3ChbR8z57CbZcVRQP16yO7WVsA+SsrlZ3zFi0EzslKJyfV0rgAqQQ4mcIbzEsAq1WDLnKQy8U22tmRTI1PnrlkLSXlzSBdrXh7wZ8vOzvI5aLZZogQv0CUlbVqAd9/j+e9SKJXrZr5xNUKsvJlFkUiBAeb58D5ITUVZ9EJI18ugVpmBa1QKCvjbIn0K6yqlgJZudy/K6ZMyT9LyJMnRBg+fiIRy3FbMhRcCYwBZ87QZ+U0wprAlZWKMa9iRZonnDplsfa91XB1BVq3xuhuEfD3BxYtUgoDh7M4/lthOgIC6F2ZSFAmK61zXCuMhMFkpaOjI5KVVQYCnj59ijLcSLDizQEfEU3MkcM9zMHBML16nbq3c/ZsGmFu3gQSEhAHGs25B9LeXkkQU6sWWVPZ2cDTp8advyAxfz6wZAnQpg3FhuRX5MEKK4oyHj+m9ypVgBIlqCAWUHihYlYULTg6IktKMVh6RO+JoeAXg4BffqGSruYGZ0diYmjM4OQJIFYvl0pFklKZrOThq0URaoo1AGLIo50dkbOMKcLkrLCiUKBEVmZk0C1pa6tf/8BRtSoweDAwdCgsp6ysXBn49FM8q0L5TWvUMN+hOVkZfiUMqFcPWL3afAfXhZQUPEBd7I7ogvPn9duFX964uEL0c9y+DVy7BgbgdSqx2lyJrw3LllF2msOHIf555i7CBFD6m7ZtVaK7Hj4kbtXJSXcIOCCSlTxU2QoT0b07cPmySnQPV1amoZiVrDQnNJGVZcrQM7FokdUxaoXRMJisfP/99/H1118jRzAwJBIJQkNDMW/ePPTv39/sDbTCwhg2DNi4EX8XH42dOylq0xhwsjIkBJTIp1Yt0XtpKDjJyMNLLl8mS6NDB0AuRzyIpSylKceORCIqO03NmVkQEIohAKASiz//XHhtscIKU8HJytq16Z17FOLjrV5VKwCo1NLIF+PGAV9/DVT130/VeA4dMm9jZDKRkOQkpPLkha+ztxcVRMpyqqKsruRt56pKgCRojRoR45Cn7KwVVhQC5HJ6puzs4OBAfi4vL8MEe56ewO+/A8uXw3LKSgHcl24JsvJVenH6UFDVwFNSkAzK/a5vJoRSpWjbyl5ZSB4/kyIoChJ79pAT9MULJNuXQVYO9cdly+rejecXff4cQNeuFJLVqJH523fxIs1ZeP8L4OxZem/XLv9xr1EjoGZNsT6JFeaBsvn5/vvArw1/xHDssZKV5oQaWckY0LG7A0723gB8+WX+xQutsEILDCYr16xZg5iYGHh4eCAjIwMdOnRAtWrV4OrqiuXLlxvdkAsXLqBPnz7w8vKCRCLB33//rbKeMYYlS5bAy8sLTk5O6NixIx4+fJjvcQ8ePAhfX184ODjA19cXh8w92XnT0bw5MGUKlv1ZC6NHA3fvGneY6tXJyLS3B8XHPH4MHDhg3MG4NTh6NJX7/uQTkpILg0qclIxRZbJy1CigVSuBLDVV2VmQ6NePenRe3XX7diupY8WbCx5WxR0VnKzMzc0bYmvFu4cHD5AdTuF7+YWBA9T1L1oE1GwkxG2ZOzySM6dOTmJ1OeX0IcpkJYdE8mbkrVRSrClgZye2nT+bqalCwmcrrCgElC5NDE3VqrC1JbuOq/eMQps2wLffknPDnLh6FbhyBcVsM+HjQ4SSudC2LdV7ubX8BC0oKAdCp05I6UCpk9zc9NvF1pZS+L745TRK7lwHqM3VLA4HB2DsWKBXL7w+dgsAtT0/JaIKWTl8OOWN6tnTvG3LEsL4AZXCoP7+9N62bf6HcHGh6VOfPkoLp04lRnvvXvO19R1CWhqFfteoQdPIJk2AcbWvoCWuW8lKcyEnR+y3BLLyn3+oqJS+KSassEIbDK4G7ubmhkuXLuHs2bO4ffs25HI5GjdujC5dupjUkLS0NDRo0ABjxozRqNBcvXo11q5dix07dqBGjRpYtmwZunbtiqdPn2pNjn716lUMGjQIS5cuxYcffohDhw5h4MCBuHTpElq0aGFSe9828MTePOzOUCxeTC+TkZEhyjtr1hRH9yZNKBfe2rVEVsrFuRZAKR8DA2kuW6l2bSJLlK2X3buBpCSgQQMyZjUVUihMfPQRzcyDgsgz2759YbfICisMh7qy0smJQk8zM0ktou+MyIq3E48f45vYLxBbow1q1zZAOlK5Mr2/fGne9shkROC5uNC9GhdHqVFcXeme5SHS6syqs3PRVlUCeXNtqsPenn5nSgoRlpaoimuFFfrCxNyHjAk5K93qouLsuuZpkzJmzgSuXcOKv/7Ciu8+NOuhnZ2FLs6zBC0oKGVly5ZIrg3gvP7KSgW4grWgU7wMGEAvAK+F0PX8QsABNbLSUggIIAdWyZKUa1LAnTv0rq+QUyKh+7l9e2rvvbZAmYiId74gmlEYMQIhJ8KQmemH6GgxX6WYuNJKVpoFdnaU6yA8HPeiPZH6QpzKR0fkAA+f0YOqMSTSCit0w2DGZteuXcjKysL//vc/zJ49G3PmzEGXLl2QnZ2NXbt2Gd2Qnj17YtmyZejXr1+edYwxrF+/HgsWLEC/fv1Qt25d7Ny5E+np6dirw9O0fv16dO3aFfPnz0etWrUwf/58dO7cGevXrze6nW8jcnMVuaoV4Shmg6ETusBAGqWLFxcT8wKksuzRAwAQz8igU+7zVKpBLlhApMmnn4obrF9P39u3LzoDfng4uZ2ioiiJysCBtHz79sJtlxVWGIuWLSldQ4MG4rLRo0kZYEgSMiveTmRloS+OYGylM3pNMDMyqCu/myUodc2trHR1JcdWhQqq5YefPiWZfnKy5gR6NWsCvr5FO7GYra1IwmoDJyiV83RaYUUhIDeXIrc1pMTXC0uWUDqiFSvM2iwRPL+7sR59fVAIqRl4wINJZGUhRQPxeYshZOXr18I9lp5OAgiurjcHLl6k9zZtFOR7bq7I5xpSwFQqJd/c69dAkIMvLdS75LkVCkRGIjiGiEmeriw6Gviv5wZcPJYMfP55ITbuLYNEAnh7Y+VKegROn6bFsQ+igLp1gSNHCrd9VryxMJisHDNmDJKSkvIsT0lJwZgxY8zSKHW8fPkSr1+/Rrdu3RTLHBwc0KFDB1y5ckXrflevXlXZBwC6d++uc5+srCwkJyervN52vH4tJjU3KfxGGUuXUoGNZcsM2085IZC6p71mTbAff4JHWSlKl9ZMVoaFaThmTo4YmgFYJqm2MTh8GOjYEZg4kb6PH08KS+U8llZY8SZh6VLAz08srANQDMhPP5lcxMuKtwCawqp14MwZ4gTHraxGC2JiVMO0jcXvvwMnT5IzjYd1OzmJins++3V0pBmmPrPhooZSpYiI1fXclS9P4YrWZ9OKwkJQEPDsGTISMxEaarw/gueQfPSIUTHGf/81HwnPGBnKgMWelfXrgVErayMADQqOrHz4EClhpB43hKxcuRJoPqAidmIkKdDN0Sfrg9hYIhiFtBX8L8kvXyVA+gfOrwYGgpir+vXNWxH80iV6b9dOscjWltoZEmK4GISn3w+C8MFKVhqO+HiEgFhKHqBx7RrQ86NimLPU1ZpH0QLgfXjTpvQek1ucPsTGFkZzNCMsjHLHLVlC/fuFC8CkSTRXsaLIwWCykjEGiYZwjfDwcLjznE9mxmthRCqrNiKVLVtWsU7bfobu880338Dd3V3x8uYs2FsMHgJerpzx0dEyGXlSvLyE/sjWFkhMJEPUEFSvThWyhw3Lu65iRUg+noqHr4ojJkbVZtRJVj56pJLsusiQlTwehbt8W7UC/viDkn9bYYUVVrxtyM7GMfTC8YSWekVfKQpPvLYVc0qGhJjejrlzqUKlcs5JqZQYjxo1RHIyM5PGDhNDVIsC0tI0BDrY2ha9lCgCgoODIZFIEMCT9puArVu35nFcFyY05WVXxv3791GhQgWkFRQJVJhITQWSk5GZRfehsWJlX0F89vAhwFq2Anr3FtksUxEfD2RnIxKeKN/KGy1bml9M+M8/wK6/3fAAdemaKNuslsKMGUi+EADAsAwt4eGA/y0bBNoIiveCCgU/coQIRiGh4+DBFJw0b55+u6uEgnMm0FzzAblcI1kJ0PBRsaLhw4iCrMyqQB+sZKXhSEhAOOj68XkijwB/F7rXAsPAgcCHHwIPHihMNK5ZSMh2QQ5sqXMuKjhzhljr//6j/nb2bMpj+8knxhfvsMJi0NtKbdSoERo3bgyJRILOnTujcePGileDBg3Qrl07k/NW5gd1klQbcWrKPvPnz0dSUpLiFaaR/Xq7wMlKU0LAbWyonk1kpOBVUYyyBpKV9etTHM9nnxm0WwVhLA8LA1mRrVtT3piQEDFhDEdhkpWMUXtycvKSlVZY8SYjIUGz9SeTkQdDgyLfincMWVkYgD/Q68pCRQifLvCIy6goILeyoK40NRQ8I0P0avEK4BwuLjRrt7UVZzSpqYrV2dkCSfH6NSl8CmnyOHr0aEgkEkgkEtja2qJixYqYMmUKEhIS4Ofnp1in/HJxkcDWlj7v2LFDsV2JEiWQqVZg58aNG4r9NKFmzZqwt7fHK248WADe3t6IjIxE3bqm5R/MysrCl19+iUWLFpmpZcZhyZIlGDx4sF7b1qtXD82bN8e6dess3KpCBmMK9WOGUNXZ2NSpNWsSGRQfL0FMKTOTaEII+Cv3OoiIkCAszPz+C4Vjps0g4OuvCyYnbkoK/kUvvN5+HH376r8bj8CKdhTyMhYUWalWwM/DgzI7KdWy0YlFi4gU7tQJ5k9imZJCjalUSf8G5QPFNCpFuOA8FYEV+iMhAXGgMDyurOUZX9JDooGffy6khr1FyM0lJfvffyNbbqswixo1EvvJeJSk2hGPHhVeO5Vx5gy9d+5MlcofPqTiwAB9t6JIQW+y8oMPPsD7778Pxhi6d++O999/X/EaPHgwfvnlF+zZs8cijfQUVA7qisjo6Og8ykn1/Qzdx8HBAW5ubiqvtx3mICsBSkkBkLNCMcoWUEVuFWWlRELkSEICJX25fZtW8olpYZKVBw+SITN5smay8vVruoDmzs1mhRWWxrffEtkzf77q8gkTyErcuLFw2mVF0UF2NrJA+R/1SWFapgw5whgDor7YQDKaNm1MawMv0uPiIlbG1gTOmrx4ATCGuDjg3j1hvJTJKNdZQaiftKBHjx6IjIxEcHAwfv31Vxw5cgRTp05F69atERkRgcgTJxB5+jQGfPQR2rTpgePHI+HnF4nIyEgMGjRIcRxXZ2cc+uknld+ybds2VFQqEKGMS5cuITMzEwMGDMCOHTsMbneOnqG5NjY28PT0hK06oWwgDh48CBcXF7RTUzsVNP755x+8//77em8/ZswYbNq0CbKiXsjJFCgpm7my0liy0tkZqFKFPj9yFQpoRkeb0joRwuw7ojjJNy2RtlJBVjbuQ6xaQeTDTUqCEzJRtqKDWHhEDyjISlvhQpjrOucHNbLSUPToQaJMDw+IxIS55gPu7sBff9H4opTm5KOPSHBmjKhMQVbGCPNQq7LSMMhkQFISEWUQi7IqlJXJMjGxohXGY98+EiqUKoUwx+pgjLovT0/xmsd0GkT/x+zZhdtWgAxKZbJy5UpKvXHkCEWa/PMPcP164bbRChXoTVYuXrwYixcvxvbt27F06VLF98WLF2P+/PkYMmQI7PXMQ2UoqlSpAk9PT5w6dUqxLDs7G+fPn0fr1q217teqVSuVfQDg5MmTOvd5F9G/PzlFZs0y7TidO9P7mTMQR1lFNms9wBhw6pTO0B0/P6rdMWmS6nJvb0o9oohoq1qV3l+8EMlKXsCmMMnKDRvofds2zWTlokUUDr57d8G3zQorTAGvBK6e04tbKwVV4dSKIgtZZg7kIIJQH3NBKhVvp1eV25ByxdR0M1ztz7PtK4ExsrnT0oA0iQvSMqRIy5AiJVWCx49JlPnyJRCX5kDrUuTi9ia+DA0rdXBwgKenJypUqIBu3bph0KBBOHnyJOzt7eFZpgw8S5aEp7s7pDbOsLV1QOnSnnB19UTZsp5wUiJCRr33HrYdOKDIA5eRkYF9+/Zh1KhRGs+7detWDB06FCNGjMC2bdvA8mn4kiVL0LBhQ2zbtg1Vq1aFg4MDGGP477//0LZtWxQvXhylSpXCe++9hyClSAz1MHCuBD1z5gyaNm0KZ2dntG7dGk+fPtV5/n379qGvmmxs9OjR+OCDD7BixQqULVsWxYsXx1dffYXc3Fx8/vnnKFmyJCpUqIBt27blac+BAwfQrl07ODk5oVmzZnj27Bn8/f3RtGlTuLi4oEePHohRU5qFhYXhwYMH6Nmzp2JZbGwsPvzwQzg7O6N69er4559/VPbp3r074uLicP78eZ2/740GJ67t7JCRSRIcUzg6Hgr+yLY+fTCzsjLCmQgui5KVlhMr54UhSR+VwBVq0dXbULqn3r3N2y5t4DaGQFb+/DOlxDYq2t/cZCWHkuRWJlMIzvKI+PWBgqx85UDzhCZNzFsQ6G1HYiIAoDqeo2ULuSJnJVdWpqGYtRq4qcjNpVz1ADB7NoLDyL6rVIkehX37KDtClXWf0ST9+HHg3LlCbDDI6REZSR7z1q3p3dGR+pWRI2mb5csLt41WqMDgZEWjRo2Co6MjsrOzER4ejtDQUJWXsUhNTUVAQIDCMH358iUCAgIQGhoKiUSC6dOnY8WKFTh06BAePHiA0aNHw9nZGUOVipGMHDkS85VUPdOmTcPJkyexatUqPHnyBKtWrcLp06cxffp0o9v5NsLLC+jZkzgyU8DJynPngFyX4qJFp69LMTwc6NaNmEctA/KrV6RuUY8ur1uX5lq3bgkLuIs9KEjMP6FMVhZS9ULI5arfHR1VJa08V5o+MZJWWFGUwCcStWurLueVsKxk5TuPrBHjFZ/1LQ7PhxGzRcDxyakG5WB6OgkuXVwAl6oecGnfGC7tG8PNjdKQtW9Pr9I1S9O6elXE7U18mTJnevHiBf777z/Y8WIBnASysUFWljh5lsvz1hwZ0b8/LgYEIFQYVA8ePIjKlSujsYZQxpSUFPzxxx8YPnw4unbtirS0NPj5+eXbvsDAQBw4cAAHDx5U2HhpaWmYOXMm/P39cebMGUilUnz44YeQq4+RaliwYAG+++473Lx5E7a2thg7dqzO7S9evIimPNO/Es6ePYuIiAhcuHABa9euxZIlS/Dee++hRIkSuH79OiZPnozJkyfnSQW0ePFiLFy4ELdv34atrS2GDBmCOXPmYMOGDbh48SKCgoLwpVoY2T///IP27dujePHiimVfffUVBg4ciHv37qFXr14YNmwY4pX6SHt7ezRo0AAXeYXhtxHCzZhr66C4L41VVgLi0POY1aQP5lL8tWwJ/PADInwp1ZW5yEp5bi7inj5F7OPHKFeK0k28ChEKQlq6GEVmJpCQgEn4GZ+u9zFoeObKypgke3IeFURO36wsMVJL+KOXLgWmTtWf4M3JAf78k3gIuY8gEjAXWRkSkmde8fQpObiKFRO5UUNQtSpNh2rVliL30TOKLNB34LSC/vA2bbC8ySFcvSblqU4Vysp0OIOlWclKk7BvHxXGLVUK+PhjRb5K7gvu0oWCYYo1qCbWorh2rXDaysFVlW3a5B1wuD1RlPJrWgGDfT3Pnz/H2LFj81TU5rkgjQ1ZuXnzJjp16qT4PnPmTABEju7YsQNz5sxBRkYGpk6dioSEBLRo0QInT56Eq1IJu9DQUEiVksW3bt0a+/btw8KFC7Fo0SL4+Phg//79aNGihVFttEI3GjeminuJiSRmbF6vHs0w79/XjwnlpGKtWloHZF4kUbkSOKChRgBXVgYHEwkaEAC0aEEy0mrVyPAxxSo2BoyJVcmrVCGJjo+PauO5h9tcieGtsKIgkJJCBgtAeWeVYVVWWiEgu7iH4rO+cy7uy4l4lgps3kusnikORx1k5ZuEo0ePwsXFBTKZTJFzcu3atbSSMz/29nBzI16idGkSNqjzCh7lyqFn69bYsWcPvmzUCNu2bdNKAO7btw/Vq1dHnTp1AACDBw/G1q1bVWw3TcjOzsbu3btRhkuyAPTv319lm61bt8LDwwOPHj3Smady+fLl6NChAwBg3rx56N27NzIzM+GoYTxPTExEYmIivDSwSyVLlsT3338PqVSKmjVrYvXq1UhPT8cXX3wBgPKXr1y5EpcvX1bJNTl79mx0794dADnEhwwZgjNnzqCNkJ5g3LhxecLjDx8+nCcEfPTo0RgyZAgAYMWKFfjhhx9w48YN9OjRQ7FN+fLlEfw2p4QR7tNMKUmd7OyMU6BxdO9O5tT/nr0EnsF8yspatYBatRARQF9NTZmUHB6O2+PHo+qZM6gohMJ3BbAYHbDv/nqgXiNg61Zx4mwJvH4NOSTYjEnAr8AiA4REijDwAor+BkDCA5mMypaXKwe5XPTpcx9/fpBIiC/JzgaG9qqBKgAxnenpMCgOXh3x8VRqukIFaqe9PWJjAWEai/r1dWcc0YaSJQETNEBWeHqKRY+UwP9qGWyRnZYDK/1rJORyYNky+jx7NuDqijZtgB9/1PJMfvMNsH696dExpuLsWXrnCitl1KoF/PKL2MlZUSRgsFkwevRo2Nra4ujRoyhXrly+BW70RceOHXWGE0kkEixZsgRLlizRuo0mD/9HH32Ejz76yAwtfHvxyy8UetOnD1CihPHHsbGhxNWHDlEakOYdO5LlqG+ICScrGzTQugknKzn/oQm5uYCtchi4uzsgTG7w55/6tcUSCA2lkHg7O7pAp0/njYXkPbyVrLTiTcLt20TGe3vnfd6tZKUVApQF81wEmB8GDSJHWIuqMcCASTRZnTbNeDWPDrLS2Vmlno5GvHxJ6ZDL4jXK28eKyZpNhKFz5U6dOmHTpk1IT0/Hr7/+imfPnuHTTz+llTz/pJ0dJBIihnkIXB44OmJsnz6Ytm4dhn/8Ma5evYo//vhDo6Jv69atGD58uOL78OHD0b59eyQmJqqoBtVRqVIlFaISAIKCgrBo0SJcu3YNsbGxCkVlaGioTrKyvpIzpJyQIyA6Olpjjs2MjAzhJ+YlMuvUqaPi3C5btqzKeW1sbFCqVClEqzEyyufn+c/r1aunskx5n+TkZJw/fx5btmzRepxixYrB1dU1z7mcnJyQ/jaHKTIG2NjAyVGOWt4qKSyNQufOwvxzRTxwCGZn07iCzxRlZXpsLMJr1kRHtf/VHcASnMeI7GZIAuDOjV1LITISqXBRfFXSfeQLDw/avrRLBnInzIRtfV+A9z2WgnIIuESC+DixBpG+vIKtLVCjBmkGHkUUR5WPPyaC0dQbj6d0kssBe3skJNCYFRZGmogFC0w7vBXmhYsLsG7qczhv/BaS9DT6/3NzC17A8qbj1CmSD7u5AR9/DIAKndWsKW5y4wYJKevVAzp10tOrYGmUKEGKJ01O1jJlgIkTC75NVuiEwWRlQEAAbt26hVpGJji2ouhh9myaoD19ahpZCQDvvUdOyurVAQyYB8ybp//OQniYPmSlurISAE6epNoe9eoBO6YJZGVRqTwG0Ox8/nyqily1quYO0RoGbsWbCH9/em/WTLFILic+SWIlK60QkP3nPwD6wt5ODolEvyw0ilowmeXohkpJoRBJNfJLb6xfT+NCo0Z50o1IJGI+K46MDHEeY2dH3HtmJuAAKYrZ5ABq2xcUihUrhmpCbOH333+PTp064auvvsLSpUtVcgHmC3t79GrTBpNWrsS4cePQp08flNIwwD569AjXr1+Hv78/5s6dq1guk8nw+++/Y8qUKTrbqo4+ffrA29sbW7ZsgZeXF+RyOerWrYvsfIoW2Sn9Ju4s1xY6XqpUKUgkEiQkJOg8Dj+WpmXqx9Z0fvVlyvscP34ctWvXRiW1HKn6nCs+Ph4+PHHd24gyZYAyZWDDGFzMGUncpQs9sI0amed4Z88CDg7wKtMM1avbGy3KZnI5Aho3Ruv0dMRJJHg8diwar1wJx+LFcW3OXFTZsB4+8lz4AehoabKyQgUkL1gNLCcSzxCepkQJIRX91r3A+J+BXr0sT1bWrUvKLKFv4v78UqX0d3wBFEH+4AFxn71//NE8bVPLP3/sGBGVFSrQZ/VgE2PA5n8Byc4dwNy55KyzQi/k5NCYXaIEBfm5u9P9Pn1kPLBxC5BRGWjenOzTgAAKD7RCP7RpQ4lj09K0ejsOHwZWrAA++UQzN1go2LoV+PXXwksHZ4XBMDhnpa+vL2ItnUvFigJDcrKoJDE1tAWgqJX//gMGDDBiZyVlJWOaC61yvkMTWengQAKvI0eA3CrVqfMsW1Y1TyRjFJpeGKFVXl7Ua//0k/ZtrGHgVryJUCMro6Mp00HbtoDMXSArLT35sqLIo/i/e/EzJmHDgLyhWflCOb+vetJiQ1C7NqUDUZJHJSbSsKDJdo2JIUce9x+VLQs0rJeLivZRNOgUEYN38eLFWLNmDSIiIhRkZXROCaQJwhHGiJvNI9RzdISNjQ1G9OwJPz8/rSHgW7duRfv27XH37l1FfvGAgADMmTMHW7duNaitcXFxePz4MRYuXIjOnTujdu3aGglFU2Fvbw9fX188KkSn5eHDh/MU+NEXDx48QCNzEW5FGWbMeRgUBFzOaY70yTPNNzseNw5o2xZbJ9/Es2fEhRqDC0OHonVYGLIBhG/YgLa//grn0qUhtbVF67XfIUSoctkcQARXEloK3t5IGTYZAJnKRv0F3GFkrnB7XahZk8QPEyYAEE1kfUPAORR5Tc15eXkKnBo1AJCp4+xMVcBNJSo3b6Zh79PjvagoiDUuXH9s3YqECvWQmkrksYuL0joeyhAcDNy5QzlHN28ujFa+uXBxoWq3PN8BiJy8elX0A/MuQkEbbd5MkY6//VawbVWHRKIhf5yAM2eAv/6yFl8qQjCYrFy1ahXmzJkDPz8/xMXFITk5WeVlxZsFHtbi7p5XUWI2xMQoKo1qRVqaIjxPXq8BmjQhR6p6SJ4uZWWbNpSXKz4euBTgQgTK8eOqHdKGDTTyG6L4LEhwyys1Nf94RCusKCr44ANg9GjF5HD+fLKpr1wBTjytBAwerCSRs+JdhWt2HCZhMyb3Cst/YwG5uVS80c8PYi5iU8hKNTBGQ09EhKJ4qAq40c1zbNrYALYOtpDUr0flhwuiuIQe6NixI+rUqYMVK1ZQehEXFyTmOCMjg/x1KSmkLMlz6eztAYkESz/9FDEREYp8jMrIycnB7t27MWTIENStW1flNX78eNy6dQt3ubNRD5QoUQKlSpXC5s2bERgYiLNnzyrylJsb3bt3xyUNecsKArm5uTh+/HiefJX6IDg4GK9evUIXY5mxNwEC0R8RQWaikSnvVdC+PTnJnjwx/VgAqI2RkfRZSDtgLEodPQoAuNKrFxpoUCK2WLkSAY6OcAbw4vRpk86lD1JS6N3NzcgDFCRZqQazkJXp6VRIw1TmUk1ZOW0aCUHMVVA4IgIIyRUcdW9zDltzIy4O8dHkuCteXDVv6M3UWji1JwpJTyKBMWNo4caNpqcEeIeRm0t+4NatRXIyTxcRGAhcuAAUVuG4hIT8Hcwffkg/xGxVHa0wFQaTlV26dMG1a9fQuXNneHh4oESJEihRogSKFy+OEqbGEFtR4ODPojlUlRyMkSERGwsqoerhQZ2TLty/TzuWLYvwnLK4c4fG/127VDdzdSVCsnTpvIewtYWi2tvff4M8seohVFy5WKCZwQVcvpx/eLeLC7BwIZGqRWQSbIUV+WLIEGD7dqBFC9y4AWzbRouXLgV6Di0J/P47sG5d4bbRisIHd8AY4BkLD6cJZvfugLyqUFLVWLLy4UNgzRoxwTpU/WiaJu1c4a+eXrgoYubMmdiyZQvCcnKAWrWQA2q0VCqGeWZlqQYbQCIBGjWCfdOmKK0lD/k///yDuLg4fPjhh3nWVa9eHfXq1TNIXSmVSrFv3z7cunULdevWxYwZM/Dtt98a9Fv1xYQJE/Dvv/8iKSnJIsfXhfPnz8PFxQVNmjQxeN/ff/8d3bp1yxM+/tZALgfu3wcLCkJkJENIiHnISkXxl2svSB2TT1qBfJGYKHosTCArYx48QN20NABAraVLNW7z/Q9SbK9EDFfL9HRE37tn9Pnyxd27SLlFikBD8lVyLFwINJvUCIfwgeXJyqdPgT17VMgDZaW7IfD1pffHjwG2bTupIkxNKqlGVgJEjBlzXdXBAwAiMoX59cuXph/0XUFKCuJBkT3qdQ4Gj7BDt+EeeBjnSdFupUuTuvLw4UJo6BsAxiiFGf88ejTZUkoitYgI6sPt7MSuks/VFV1E8+b0zqOxChrNm1NufZ52ThO4IWgV4BUdMAPh5+en8/W2ISkpiQFgSUlJhd0Ui2DnTsYAxrp2Nd8xx4+nYy5fzhj76CP68t13uneKimJs2zbGNm5kJ0/SLgBjdesyJpfrf+7Dh2m/SpW07HfqFG1Qp44Bv8gMyMxkzMaGzh0eXrDntsKKAkSrVnSbjxxZ2C2xoqghwbc1O4XO7MaP1/XeJydH7DrDPt9g2s3144+0//vvs4yMDPbo0SMWFpbB/P0Ze/o07+ZyOWO3bjHm789YRgYty8pi7OVLehV13L5NbU9PV/0t6emF3bKCxYABA9iKFSsK/LyffvopmzJlisH7ZWZmMm9vb3bp0iULtKqIICmJMX9/ln3nAfP3p/tSJsu7GX9OM/gDmA+6daNHfKfDBPrw+LFp7XzwgDGAXXXtysqVY6xvX+MOc2HMGMYA9tDZWes2PXpQk2/BljGAnevVy8hG64EePdhf+IABNGYbiqFDqa1rMJM+WLJT+eorOsfAgYpFUVGMXbjAWECAYYfKyGBMKqXDRe4SJhuNGhnfNrmcMTc3Os6DB8YfRwtu3aJDlyuTTR+KFzf7Od5afPYZO4LeDGCsaVPVVfXq0eU8dUpYsHAhLWjbtsCb+UZg7Vq6Pn/8wVhQEH22s2MsNVWxyfHjtLhGDXE3fv96eQkLgoNpga2taFQVFF6/pnNLJIwlJGjfrnZt2u7s2QJr2rsIQ/g1g5WVHTp00Pmy4s0CDwM3p7KSCwECAyFWSr1/X/dOHh4kxZ8yRZH+BaBE2PmJMpXRtSspSEJCtIhvCits5fFjcjmVKKGSK+3UKaBbNwoXCdM/MtIKK4oO7tyhfLO5uYiJoXw1AOXCVyA3l6TWagVNrHi3cC++ArriNEasrpf/xgJsbcUx5aVzHfpgrLKSe9OVylUKYieNKhiZTFQhcmUlY3Qrx8WSMqzIed8FX59MJirVhEhvhbry4UMqHPSu4Ntvv4WLSsKygkHdunV1Fh7ShpCQECxYsABt2rSxQKuKCASVTo5LcQD0nGtLIWYIFMrKUkIRUCG9kNEQQsDD3esgMlIp95qBsDtxgtqlVIROHTy90XWPdgAA79OnwbQUjzIZERHojWOI3HsOf/xh+O6K6ywVJFSWtKm5Ev5//1M5f7t2OutxaoSjI+W1f/gQKF1PaHtIiPFty84mlVnPnoCPD/bto0gALeJZg8GnC1FxtsiFDSl9NeUrsSIvdCgrnZ0pFDit6/uUR5Hnar582RoKro6cHDEv5cSJwLlz9LlFC5UomTt36L1xY3FXZWUlYwAqVqSHNzdXt7rRErh8md7r1tVdSMndnd6Lmm33DsMo0yAxMRHfffcdxo8fjwkTJmDdunWFEmJjhengZKUSf2YyeOR1YCCoNDeQP1mphKlTKfSva1f67uen/7mdnAChQKpmG5VbWHFxarFwFsb16/TeoIFKePfq1URYLlxI4SkPHoBi6K9etYZ7WPFmYOFCoGFDYONG8DoWVapQnxIaSoVCexW/Qo6Ca9cKtalWFC6yM6nPtXcwbL8qVej9RalmZCjv329cA/ikV8mxynOo5+bS/arMp/PPdnYikWJrS+8MUsiyckwPMzU3cnOBW7eQ84CS9kmlYq4uZTIoJYXG/9RUUB6np09Fg+AtQ6VKlfCppasVa8DEiRNRr57+xDxHjRo1MGnSJAu0qAiBk5WOFHJnSEVnXVCQaC6CIWpqflsh9DjCmQxLY2zlrORk1BGOU3b8eK3bcbIy9KNdSAfgk52NhzynirkRGQl75MCzTimjxAqK6+zoLXywUGql9HTRAyqQldevmxat26sX2du2PoIXLD7eeGLCwYHSNv37L+DoiBs3KF+quS5HmTLUf8vlEkSXEmLYrXMD/aCDrCxWjOZh6XCmSvbe3sQyt21rLayiDuWHLSEBOHiQPqsVMLt9m96Va8JxsjInR3jEJBLRw2DpImLq4Lmr27bVvR0PA7fyWkUGBpOVN2/ehI+PD9atW4f4+HjExsZi7dq18PHxwW1+p1rxxmDWLKpBM3y4+Y6pQhbyUngPHuie1P3xB3D6NJCeDomElJ5bttBuixfTJpGRlBKmSxfd+XF796bfoz44ARB7TpmMOt2CwqlT9K7kGQZofghQkvDUVOCHHwB8/TVlKN6+veDaZ0XRR1EsuBQVBZw8SZ//9z84OVFual6jQyKh/uV0eiswgCYFVryzyMogqZ+Do2H5eDlZ+TLODejY0bhQgOBg4MULmvm1I+VSTg4NBVIpPV7R0aSc4kOVpnyVUqnob5LBtuh534VGZ8uJ/VFuO08rXro0KSsjIwVBlExG7CWXmVphhSWRlaVIFptjR1V5zU1WRtlXoA+mKiuF5IgRthUBGNf1PPjpJ7gCeC2VoubgwVq34+ZpXE4F3BaKicV/953hJ8wPOTmiEtLIPJyKIKWWfagPbNrUTI1Tw+XL1KdVqABUq4Z164CWLYHJk82gDnd1FRliU9SVSrh1i96NSFOrETY2YhGhiPo9aPwrSKHFm4yUFJRCHFr6xCgKK3HwYuDpcCZnu60t8OgRhfIZXXHqLcXPP4ufV68WFURqZKUmZaWzM/DPP/QY82uuUDS9eGGR5moFzwGsQ90OwJqzsgjC1tAdZsyYgb59+2LLli2wFSQGubm5GD9+PKZPn44LhsTsWlHoqFJFnAiaC5ysjIwE0jx9UKxECSIG79/XPILL5cDQoaQICQkhmTjE0D8A2LePangAJIrUVXtm5UodjbOzI/l3YiLNTDWVFTc3ZDLgzBn6zOWiIOcdD/3+4QcqlpySAqCmkDE8v2I8VrwbePIE6NePvJApKVSEqahg5056blu0AOrWRXNQTQMO7jDIYXZIQzG4WMnKdxrZy9cAswH7YoZVq+FFwE0SlPDQpebNaZKamYncXJoMOjvTKy2Nxq2oKDqnszONQ8qKRImE5jU5OUAubGCflERjmDliWM2BHKp+mm3jCMhUyUoPD/rpTk70W2NiaGiuWMIBNkDRU4la8XaCTwJdXJAjJ9mvuQpYKWooQmAtTSUru3UDnJ0Rcagx8Mg4ZWWKoER6Xq0aPG21T7u4ORr7KgvFPvgAWLsW9Z4+RXZqKuxNHfd5ZyeRKGzLP20G4cLXpdG9Bzn5DYFCWZniDJihkIxW3LhB7+3bAxIJFc8EEZZpadSXGYoXL4ADB2jfaZUq0aQiOFiMBDMEr17RQFGiBORykbAxF1kJkHkVEwMiiizECb+VqFQJI+pcxojvbosedAE8ejkNxYistEIznj2j+atUSgZYRgYwZw4pilu1UmyWlCSK2JWVlYBY+FYBHx/qSHX0hRYBb2CNGrq342HgVmVlkYHBd8rNmzdViEoAsLW1xZw5c9DUUp41K94olChBJEV8PBD0QoL6zZsDJ06Q0aFpBI+JIUNKIkGKSzmM6gfUqkU5X3j4mnKfZoxxsm4d2SMtWwI9x06ADWQFR/rcvEnkaPHiKt7n5GQyEKOigP79KQSxfHkAvwhu1NevC6Z9VhRdJCeTVPEJhXQiJASoU6dw28Qhl5P8GaA8Nhrg7Ew2TVYWEIdSVrLyHUdWeWIdHZwMI/YUYeAvQG76q1fpueCVJfWBhrxnTk5A5crkw0pJUfUPOTsTgcIVRMqwsRHIShsHQJZBssyiosYQyMpSTulwr60ahSCRiOqGYsUof1tmJpCc7YASAJGVjOn2BlphhangZKWbG79dzaasbNIEWLQIqCtJBh7AdLKyQQOgQQNEHKKvxpCVnkJ+FBs1wkQdnKyM87uH+v+uRbREAg/G4L92LZp9+aXhJ+Y4d46MzawsYnNnzAAA+Dn1wE8/SuBe3ASy0kLR3wrwUNG6dcEY5ZoEgC+/FJWohiI4GJg/nziLaXUrU/xqcLBxB5s2jcJif/wRT//3MVJSqF9VV/KZAh51a4WB+OUXratUlJUTRhZQg95AlC0LrF9PxlfFiqLKsnVrMQk26OPp0xQtmK8GaNYsYPZsizVZI7KyaJINKBRViYk0FAn6KBHDhpH6skWLAm2iFdphMFnp5uaG0NBQ1KpVS2V5WFgYXDVlqLfinUS1asRNBgUB9T/6iKwCbZmweZ4sDw88e2mHQ4fIEFqxQtzkww/Fz0LqH53IySGFDO+Efv4ZisI9gYGrFSr0AoFyCLgS6+rpCRw9Km6mCC8qa1VWWgEiDcaMIaKyfHnK91ihQmG3SoSfH00EXV1JFgx6NsuVE7kOiYQcF5GRQDxKopKVrHynoSmsWh80a0bZMerVA7B3L+WsLFXKMLKSp6n53/9w6hQRjmXLikpJpTzxKFWKfGgymQZDFmI3nuvsBqQkktVbVMhK4SJL7O11EkASCf3mzEwgM1f4QXI5/eiCVjxY8W7B2ZnuMxcXeDrSGGGuW65ePaGfCHcHvgaRUDk5JrOh3O40lKyMf/4ctYR45epanHocCrJSUho2AB6XLw+P8HBk7tlD7JyxOHJEjJmOjCRlFIAUhzJAqubiYvmBq7RdpWnAxBnkRJ02zfg2agN31NaqhZgYMbJKqUaawahend5fvAByvxoC2yZNAGOLWT1/Tu+VKyuKgbZsaeEuNDfX2kebiIEDgbqVUtC2ymigqcBnzJhBtsVXXwETJhRe41JSyMtvLrm5KXB3V32uJRLqBNWeFwcHoHNneqnDz49qcLZrJ4SIF4YzNDMTmDKFwhkFT8uIEZSm6tAhNfVnp055QtytKFwYHLc0aNAgjBs3Dvv370dYWBjCw8Oxb98+jB8/HkN4nK4V7zwGDaJ+v3JlAOPHA99/T54YTeBkZYUKynaJCmxsgHnz6HO/frrPHRpKipmaNWnulZQElQrj3LYoMIwdS/knp07Va/OskuWo6p9VWfluY9cuiqm2tyfXeoUKwLFjwHffFY1qkHv30vuwYUCxYoiNJU61ZElFOjIAShMwlLLmrHyXEReHrL//BUCGrSHw8SG11AcfQMx3ZGjhjLt3yYPWujXmzaNuWfk+5SpKd3eyZSMjSTWUlCRW1eZQkJWOgjo/MVF3IuWChAFSNS6MyMySittbQ8GtsDTKlSMHtpsb7O0pyEVJpGMeeHlR2Oz+/aY9m2fOABcvolrlXFSvTnU4DMHTzZsBAM8dHFCmbl2d27ZpQ8Ulb773FQDAXYinrBsYiBxTin6sXk0J4I8eFdNVjB2LlErUHmPIyqpVSZV0f9EBirA4ftz49unCgQNEtrZtq1LAT5H/zgiUL09zhNxcILjpR8AXX6gm2jMEPNdl1ao4f54+KtVvMyvYDX+6rw0tgf4Oo2NHcjjy/4ajRw9g5mJXNB+pNNnkeWAiIwu0jSp48YL+4759i45NoYySJWmCPmWK3rts2wZMny5mQysUuLsDP/5IxYIEsnT6dBp3PvyQ7MsGDYjALIqX/V2Hwa6ZNWvWQCKRYOTIkcjNzQUA2NnZYcqUKVipM1mgFe8SZs40YGNOVpYvryg4o8lrumIFCWnyU2Z7eVFflJlJYw4/Jsfzx7noUfc1Tc64itGS8PICRo/Oszg9nQwmZSdTy5bA9estcA5t0THkvDUk711FTIz4EH39tXjTc89gq1bayf+CAg+va98eABQTCXd31Yknz1sZj5JFn6zctYuu7/z5RScH4duC8HC0ODQP37neQJXRS4w/jrFkpa0t0KwZGCPnValSefk8nieZMSIvs7PJuVWnjmr6kUqVyBFnI3EAMlzopi8qfbVAVoalFgcLJeJVGxHESePMTNAPzhGqm5vCBFhhRSHj2TMgOlqKZp99brBjJA/GjAHCwvDP9euGKbkFZP/3HwAgomZNVM9nWycnIcKmPHn46vn4IFoqhYdcjptr16LpwoUGnx8A9X116tDr/fdJSuToiOQS1OGZJArnUlN9Qp6MQdWqiqTF3Mbw9TXtkFIpRX/dv0/3Cs+zbzAyMsS8duXKoVo1Cv/u2NG09qnj77+Bjz8GmtTyxT+RkZRouKiMN0UVjAFVqyLs1XmE5VTUT1itqBoVY9Gm6cS2bZRW5sQJSndT2HY+r4xTqxZ1UAMG0EsNa9aQnqJ377zOD14gyt9faWH//lSN6sgR43LFmgHt29Pr+HFg2TJadu8eMLB7EvqUu0m/WykvpxWFB4NnY/b29tiwYQMSEhIQEBCAO3fuID4+HuvWrYODyVaBFW8t0tOBS5c0V9xTIiu1KSsBGpc//DD/MBxbW3HSGRgo5ufmeLbXn9zjS5ca9hvMjE6daMLMU6kB4oQ4Uqg8CbmcJpA3bgC//17wjbSicPDNN0Ts1a+vyvzzxNDKUuHCwpEjlECqRw8A4kRCPaVmqVKAq3Muspq3L9qhFRkZwKhRwMKF4o+xwnxITUV93MdMjz0qaT30RXAw8N9/QEgxYaZqZCXJqCiaC0il2iPplHM7AnmjsezsaF+JjQ0NVuXKFR1y28kJcHFBfLojoqN1F47lJGZ2NuhH2tlZK81aYVnwVAMgPuHVK+R7nxqKZs0o5NDkAs+MiUkZeZJGA1FBGKsde/XSfyfBiW4TG4vHAjOXsXu3UefPg08+ofddu5CSSP+DSRm8eP4iS5GVSuCCN1PJSkA0pZ4/lVNezJMnDT8Ij35ydATc3fH112Q6mJusdHCgyxsa60zjTGamNfIqP2RlAcHBiM+hm5s7zTliYiizkoqpVxTISuWGrltXeO3gGDKEVMf372vdJC6OIh+HDBGKxKph8GCyqf74g645ABIFhIQY7nQ2FuHhKgVzGCNz58ABoGdPynXMu+hFCxlYly7A3LkF0zYr8oXB1nVSUhLi4+Ph7OyMevXqoX79+nB2dkZ8fDySrWXerRDAGPX3N28KC8aMIetx3768GyuFgetSVhoCZfEN9+bwYz5PLUcfLD0gMUZxiz/8QGQtyB76/XfqN58+JQepcgGHckLTXo+eRx2ljQ3NrFu0oIrp1mfs3cCyZcDnn1N4lbJLWGFhF3QuAw1wdaVZQ4kSALSrHv78E0hOs8WI65/onQqhUMDLeBYrVnSKGL1NSEujdyMLm02bRkblsUChIw8JoTg+fbB8OTByJHDpkuLRUc6tqgnKOSx5obc3AhUqQF6jFnJyybzTpShxdATq1iWfCKpWpTgo9VldEUX79u2xl6eiMBLNmjXDX3/9ZaYWWaEXUlOpr33yBDIZEVC87oG5oCj+8iiWZGnnzhl3oJQUIj0AzZW28sHr27fhk50NOYCa+eSr5PjiC2DUP/0RCU8gKgquI6n4R83AQMj17e+UERxMsY1r1tD3Tp0o0mf7diQmUx/Bi98aiunTgabDa+EM/keMhXJeDXPgxAkSFVy5AoA+pqaah0PgeSufPcoho6V7d81Miy5w9tTT06IqR4V4NVIi5i1/+dJi53srkJICGaRIpNJxeYa1P/4g0dyiRUoLiwJZOXMmyfsAMp5fviRi79ixgm+LXC7e4zpUQt9+S/6nRo3EOawyGjcWgwunTxccU4JausDIygkTqMjtzp3IzaXnf9Ag6t7//Ze4it9+o6xWv33xEBLAOt8uQjCYrBw8eDD2aSCcDhw4gMGDB5ulUVa8+YiNJYOxeXOBp2vWjFYo3CpKmDoV2LoV2d3eUygrTa2kx8nKwECRrBw6lN6fxwtJ9Cw9IJ05Q/kxvvhCEZr3ww/Ujl9+ISePRKIagsLl8pElfAGeVqFECXEEsCq+3g04O1OeKfWws6KkrFQDr9KpzvMVFcFZvuAdxf/+Zw2vsgRSUxGCirgmb24UOaGoCB5fnKQmubn6sxzHjwO7dwMREcr1EHTCw4Mm8ZpqWqWlEQegSG3FGA16QUEFkvBo9OjRkEgkeV6BQmoGnraSFw/SBqmUCEuJBIV+z+/YsQPFixfXa9ujR4/i9evXKjbnzJkzUbJkSVSsWDGPjXrgwAH0UcmgT1i0aBHmzZsHuVVNWnDgOVGlUsV9amtr3nGCk5VR/96icJzvvjPuQIKqcr/DSJSrVgyTJhm2e+CmTQCAJ87OKM47sHywaxew67IPXqE88Po16k6ZgiQAHnI5Hhujrrx/H9izh2biAD3n27cDH31E5BcMKxr06upVXJ4yBZcmTEDuf6tx664UIbaCEWvuXH+HDlFhISWiplgx8/hTFKZUsIN4QEPV+lzdWK4cgoIsl+6X/z8xMUB2JaXqQFZoR0oKElFc8VXwqSvAnZEqqWB5efnCJCsBCovmUUg1alDSzffeI3VLQSI2luwsiURryrToaJrXAlSXSJsZsXw5+amvX6dpsYKsNOd9HBWl/SHkaasqV4a/P5lqp04Rf8lRvDh1lXXqC95pJSWmFYULg82D69evo5OGUL6OHTvi+vXrZmmUFW8+SpcmJxVjAonRrh2tOH1arErI0bQpMHYsQovXh50d5c/R067TCk5W3rpF0bQSiaJgMYJjXZANOzG8x1LgEv4xYxSu67t3aREXGVWsqJoLjZOVeSI8OAPEGSEr3k0UFbIyMBCYNIkKZ4Gecx4lojVEi8to+Ay1qIHni2jenH6QdTwzL1JTsQlT0Or+ZqOimxSO+BcSw73yPB60UiUFWclThWiDjQ1533mfrIzsbLLjFbZsbi6dIyFBVGJZGD169EBkZKT4iohAFVtbICtL8YjZ2+vHQWa/YUV1vv/+e4wZMwZSgeE6cuQI9u7di5MnT2LVqlUYM2YM4uLiAACJiYlYsGABfvrppzzH6d27N5KSknDixIkCbf87DX6vOTgYUgvKICiUlcWF8fLSJf1V2MoQbMTwYjXw+rVot+kLuyNH6DDcWa8HOF8S98F4YMIE2Lu44JHgMYnZts2wBgCircBtByWEhJCIKz/HDQA8P3QIt0uWRLnWrdHm55/R9tdf8ePTudiIenjtInSm5g4Ff/yY3k1VL2hAnz5kj//9N0SZpaERKxUrUjLJDz9E585EiCmiycwI5fzKrz0b0gcrWakbKSmUJx0UBKTex/A0LypkZWEqKxmjKkC8n1q8mIyQ3r1Fe6egbVL+PHt4aO2kV62ia9isGfGp2lCuHBU1BIgGsAhZOXkyObIlEsoZxJGTQ95lAPDxwalT9LFzZy1RMzyJr1VZWWRgMFmZlZWlKKyjjJycHGSok1BWvLOQSMSCdXfvgnoyb2+K4VDuRJRQrRr1DQ8fmi7y4GrFuDiaUD55Qrba6NHAlxOjkA17yw5I0dGkLQeATz8FQKRpWBgt4pN19TSvXECZx0HNyUqrsvLtx4wZpASJjc27TjkMvDDVQI8eAZs3k1oNZAfExJA9U7++6qZ+fhS+O8v9V5IIFNV7mCsr69aluJWWLQuMeHonkJaGVFAIuDE50vh8MjAQlE4kOJhUsPkhO1s0uvMjKxkjRiKfl21WGqQZaZAlC8uys4mMz8ggwlKPY+R5GajIdHBwgKenp/gC5bjDkyc4d/YcRo1qjiZNHFCuXDnMmzdPxW7r2LEjPvnkE8ycOROlSpVGu3ZdER2Ri0fHjqFX+/ZwcXFB2bJlMWLECMQq9UNyuRyrVq1CtWrV4ODggIoVK2L58uWK9XPnzkWNGjXg7OyMqlWrYtGiRchRck7cvXsXnTp1gqurK9zc3NCkSRPcvHkTfn5+GDNmDJKSkhQq0SVLlmj83bGxsTh9+jT69u2rWPb48WN07NgRTZs2xZAhQ+Dm5oYXwiRozpw5mDp1KipWrJjnWDY2NujVqxd+t+aDLjhwstLeXvHRYmSlUyVikJKSjJvoCzbiK3uaWBuiQEyJiECDqCjaT7AB9UEpIfAn9qPJCttR1rs3AMDz1i39G8Chg6wsWZJEXPld/0e7dqF0//5onJAAKYD7Li64VbIk5ACm4BFqp3wPOWB+ZaVSEvsbN6jK9pdfmufQpUuTrVKsGIwnK5s2BX78EXFjP0dICJE2pqaw0gSpVGluUEqoKF9Q4bNvKpKTFWSlJiUuJytVHBBly1IOanMkRTUEERFU+KpjR5onZ2TQzR4ZCfz1l1hkR1NkoqXbBWiO7QbNaQXxOL7+Ov95e/v2FCpeqRLMT1YyRk4pDj8/8XNoKJHAjo6Al5eCrOzaNe9hkpKA1b+Vx9dYRISEtTR4kYDBZGWzZs2wefPmPMt//vlnNGnSxCyNsuLtgApZKZUCAwfSgv37xY0yM4GdO8nVwhikUs1hd4aibl0Ktx4wgDwnNWqI0S+LF8nhgjQigyxF+HD3aq1aCkOIqyqrVBG9Oer2o1VZ+Y4jKYnUirNnaw5nqFyZYuYyMsRcr4WB8HB6Fx5WOzvKIzVuXN7Kw/Hx5J+4ipaq+xYlxMeLE5V27cTnTJhsWmEGpKYqyEpj0lYqk5XyuvXJ4tUnmWR4OPXzDg6Ahwe++ALYuhVo21bDtunp1Lh8Xq7lXNC4vQvqtFBa3qIFWeNeXnodI89LReJhIBhTEAWvpFIMGvwefH2b4dixu9i0aRO2bt2KZbzcpYCdO3fC1tYW//xzGZ9//gsCX0ahw/DhaOjjg5s3buC///5DVFQUBvJxG8D8+fOxatUqLFq0CI8ePcLevXtRVik8zNXVFTt27MCjR4+wYcMGbNmyBeuUZLTDhg1DhQoV4O/vj1u3bmHevHmws7ND69atsX79eri5uSmUorNnzdKohrt06RKcnZ1RW0lt1aBBA9y8eRMJCQm4desWMjIyUK1aNVy6dAm3b9/GZ599pvXSNW/eHBcvXjT8mlthHLgDyN7e8srKWCnQrRt90eIk1wlBWRkhpSIyhpCV91euhCOAl3Z2qG5ARTFOVgrCYABA7RkzIANQKyMDEYaSrjrISn0QdPQoyo8ahRKM4b6LC8IvXkS9lBQ0iYvDxtafIBfAh7IoXB03DvjoI6POoRHx8WL0U61aCAgALlywjHLR1IgVnmvf29vEYkU6oMhbWbIuEVkFTai9aUhJgQ1kaFnsHho1yrtaYxh4+fKk5j1zpkCaiKAgUtBUrUoFK+3sqMAjD7crU4bmzrwi9dWrBdMuDk5Waun4fv2VpiING1LK1/zQvz9w+zYwZw7E8MfgYEXBNZPw5ImqwEO5si4PAffxQXqmVOG36tw572EyM4G5K9yxBEsgz5XljQS1olCgI5uRZixfvhxdunTB3bt30Vn4p8+cOQN/f3+cNKaamhVvLbjCipN0GDSIFGNHjpA7q1gx8niMHk2TNUOTW+uAj4+YoicPeJyNXE4GEf9uTnAPuBKBHxBA7w0bkuhy2TLK8aGMypXJts7jneWGiZWsfLtx9Srdl1WrajYQbG2BgwfJqNKSQ6ZAwAlHb28AxFnyFKvqUEy+IHwoTJJVG27fpncfH2pw2bL0G6OiKNTLCtMxbBhSjtoBF4yb0HGePjOTbiHh1ssfSiHgkErRuDEJZzMz3+waBUePHoWLEuvbs2VL/LF6NTb+/ju8vLwxZ86P8PSUwNu7FiIiIjB37lx8+eWXitDpatWqYfXq1UhKIh5369ZFaFyrFlZ8/DH1P46O2LZtG7y9vfHs2TOUK1cOGzZswI8//ohRo0YBAHx8fNBWifVduHCh4nPlypUxa9Ys7N+/H3PmzAEAhIaG4vPPP0etWrUAANU5Aw3A3d0dEokEnp6e9OcEBxMZXa2aimQjODgYZcuWVfwOAOjevTuGDx+OZs2awcnJCTt37kSxYsUwZcoU7NixA5s2bcIPP/yA0qVLY/PmzaijlFi3fPnyCA0NhVwuVzmmFRaCkrIyR1A1mZus5ENjVBSAPj3JQf7ff1ShxRC0bQv89BMifvIFIgwjKyVC4aaQpk1RxYD7SjFehqYBdwOBKlVQqmZN3HN1Rf2UFARu2AAvQwpLaSEr/fyoyEi7dlStVxteff45fADcc3VFlSdP4Kp0Edwm/YAvrzzFCpxC5R07kLF6NZzMVaCLh4B7ewMuLgqT2py173bvBi5fBkaXb0muVEOVlSEhQLFiePqkFACJWVSVjAEbNlBTbGxoetS4MYk47e0B5/ZNgeV+pp/obYe9PZr6ZuBq3eWqAhkByspKHoHduLEYAWxx5OYCXbqI4cmtWlG0Ut26ebflZOX16zQ/KKhxKp/iOrVrU9akyZONiIasUIGebW9vUjCqJxU1FNzhWLo0kZY3bxIJamMjkhDVquHaNYoKL19eFHcqgxcbY5AiFS5wS04WbxYrCg0Gk5Vt2rTB1atX8e233+LAgQNwcnJC/fr1sXXrVhXD0woruLLy3j0aDCRNm1Lv8OIFea769lUQF8yrPFq2oNU//GAZ/hCg8SE41B7ZA5fA1zvFcp0+Jz+UyEreXzZoQILLPXvy7la9OhVAzANuoYWHk/rO2PKNVhRt8AGX53jVBKXwx0IDz2eghwyaT77iZcI9WxSVlZ07U7/EJc3KZKUV5oGXF1IF1a0xykpbW1KlP38OPL8SA+9768nqXL1a947KZGV+cHamVCX5QC4XnU/16wtFbMLDSQnk4WFceICBBnGnTp2wicdgJSWhWEwM4OiIx0+eoF27VmjUSKKIYGrTpg1SU1MRHh6uCIdu2rQpAFEJff/+bdy4eRMu7dvnGReDgoKQmJiIrKwshZNaE/7880+sX78egYGBSE1NRW5uLtyUZn8zZ87E+PHjsXv3bnTp0gUDBgyAD1dYcMhkYjg+YxRWr0SAZGRkwFFdvg1gyZIlKqHjS5YsQZcuXWBnZ4dly5bh/v37OHr0KEaOHIlbSuG0Tk5OkMvlyMrKgpNyAmkrzA/GVMlKCykrW7akcOGGDQG0FJSVN2+Kz6e+qF0bqF0bEWvpa/ny+u2WHhuL+oJtW3bqVP3PByWycucR4Lsh5Nnu2RPxrVsDJ07A6fRp/Q+Wmiqqo9TmZ1evAhs30mOmjazMTExEfUE2KFu8WIWoBOhSTsI+TIYHKspk8BsyBB3Nlf/1wQN69/UFYwDXwnTsaJ7DA8A//1DBZd/ZNY0jK/v1A27fxrOPngOoZhay8sYNygREYLhxVYYrV4EffjB4uv5uo0sXneIOZWXl0KGUWWbtWuVrb2EcPkxEZZkyJOBp3lw741evHtkHPKdZQalqu3UjA0ETgQrK+9qnj+EBipmZQFKSDcoaU2lRGy5coPdJk4D160n89PQp9eF//EHr6tTB+fP0sX17zZfb0ZGcAtnZQNKKjXDjN4oVhQqjmJqGDRvit99+w8OHD3Hz5k1s27bNSlRakQe1a5MRmpQkFG2VSMg6unuXejhAQVyElmqEGzdINGZJz9b27WSzzU1fDKxZY56ygppQogQNQlqUlQajeHFKDnLyZN44WyvefCQlAXv30gMA6CYriwKUwsCzsohg11aokD9i8VnFIIekaJKVEgkxYdyDrTUfgxWmgPOAxpCVALBoEVXL9S2fBKxYQeNJfjmFYmPp/61UCYGBwJYtOtLXSSQ0i8nnJXWld7lTMeQ6CMvd3Sl8y85Or2PkeRkoTShWrBiqVatGr3LlUK50acDJCYwxSCQS2NqKJBATrpFE6RzFBCOcF+GRy+Xo3akzAn77DQFnzyIgIAABAQF4/vw52rdvny+Rd+3aNQwePBg9e/bE0aNHcefOHSxYsECleM+SJUvw8OFD9O7dG2fPnoWvry8OHTqkeqDHjylsizvk1J7B0qVLIyGfqqhPnjzBb7/9hqVLl8LPzw/t27dHmTJlMHDgQNy+fRvJSonz4+Pj4ezsbDpRGRNj/px9lsbr15RDuKBy8zJGbJybG2BnB29vctyaKqpRR9OmFLXy4YegfGvc6FLOaaYnGMs3GjIP7n37LYoBCLO1Ra2hQw06n4KstFUdgypMmQIAqBcTgzR9i0OGhJDjoXTpPLauPr/pzvLlKM4YImxs0GDatDzrPTwAe7eS+L7UaABAk5MnEcdjok0Fr9jXoAGCgojXsbOjCGhzgRfyfJHuSTfMhg2G5agT/puncfSnGRlprwCTy3Fj92V8hg34T9oZaSiGazftADs73CxdGv5ffQXGmaGMDGtObRPg6QksWQIsWCCmvt6wAcgdMoL6jKNHLduAAwfofeJESiGja/y3taW6D0DBhoK3aAF8/jklndcBQzQ/27ZR929AGl/9wIUeHTuSRBYg5l8iIWVQ167AjBmoUIF+lg6fq8L0SOoz3HJ5HawwCNaYFyssBnt7mlxu2qT0vHfvTlIUiYSMgo8/BgDcsW8BgASE9vbmawNjwDffkBMLUAsPsiS2baOTKJFOhw9T5UGNudLUkJmpIWXh5MnU4apX5bHizUffvsCwYeQJlEiATp20b/v0KVVo0iTNLSgohYEHBAA9elDqAk12Pp8jyZkUyXAremHgWVl5G15gHcU7hKNHkRpMOYWMtf9GjKCXZzNvek7S0sS8ZtowezZ1qGvW4Nw5mhtoqd1iEGwFoYsi3RIfuAqjsjbPq+TkBF9fX1y5ckVBUALAlStX4OrqivIapGESCQ0ptWo1xsPAIFQuVw7VypcXidBq1VCsWDFUr14dTk5OOKMln9fly5dRqVIlLFiwAE2bNkX16tURwlWtSqhRowZmzJiBkydPol+/fti+fTsAwN7eHjKZjP6rrCzRYZCZqbJ/o0aN8Pr1a62EJWMMEydOxHfffQcXFxfIZDJFkR/+LleSgjx48ACN+eTGWCQkEDH06tWbleMqIoKkRU+fFkwhAamU8jnUqAFIpbC3J8eFOW0+jfj5Z1LO9+tn2H4XLiDz9CW0aJKLGjW01pnIA5lARAQ1aACJhpm8vz8wc6Zmv92YMbR8exchj5FAiPn06YMwW1s4AniwYYN+DalTh+5HDYke+TCsSy0qFWyMZ02aQGqbV9nXuLFQkGL/EDwB4Arg/ujR+rUtP6xfT8q4KVMUqsrWrY13dGkCJytfhtuTFHfwYP2dRnK5wj54+ooaZYqyMiM+HndLlsSnP7XFBkxHd/lZOIP6EimApnFxaLZkCc43bATWqxcp7Y4dM/6E7wC+/pqy+GhKUVSqFBXc/uwzYPhw0paEhAB/PfWlZ87Stt9vv1HxHMEJkS8WLQJ+/103y2ZBJCaSozczk5zO27eLAVaGoHJlCohRcRibmrMyNlZQRIFk9c2b02deNLNmTRL6lC6NCROoTtG4cdoPpyArk0xrlhXmg5WstMKiWLSIODaNAkYu1QYQkEXJ8o1SHerAtWvAF19Q3u/795USr0cxsgg1VVw2FyQSFcOnUiUq+MY959rQuTMJdIzJB2/FGwjGgE8+oQF2zBgK+9KUTIUjIIBmOhoKnRUIGFNRVnKjQ1sUi6OjGOEah1JFT1k5dy55EJStJytZaX5s24bPIuZiSW9/VKtm4rEcHMSklfpURbW3B9zdce8efTVHuF6tWlTZUhG97eZG4VKFEWXCCVJnZ0yZMhWhoWEYPfpTPHz4BIcPH8bixYsxc+ZMrTkZ7e2BAQM+RkJSIoYsXIgbN27gxYsXOHnyJMaOHQuZTAZHR0fMnTsXc+bMwa5duxAUFIRr165h69atACgHZmhoKPbt24egoCB8//33KqrJjIwMfPLJJ/Dz80NISAguX74Mf39/RaGcypUrIzU1FWdu3EBsRgbSOXkml6tMZho1aoQyZcrg8uXLGn/Lli1b4OHhoagW3qZNG5w9exbXrl3DunXr4Ovri+LFiyu2v3jxIrrxIizGIDtbTDUAqJWXLeLg6WWysxWVr98WhIVRtqHERJCUhjNThuDjj+HUrR3OLfbD06f6BbVkJSejrpCHrtSECRq3+eQT8jc2bgycPau6rnhxIhAdKwi5kIQxSCKV4oXwrGQJ+TD1gr29xhQY+ZGV8c+fo5FAlJafN0/nKaSVKoHP65teu4ZYnm/SFNjaUrhr5coKstKUx1QTFGSlMbmLY2OpX5JIMHyEFEOGmJZP8/qQIWiYlIQs2OEUumBvozEY0+QKSiIOaydexknfRpAD6Hj/Hs7zMC1rRXDtWLECr9fvQ1iYbv+Rry9pQHiBmHXhA+iDpftDW1uSfuubW6JzZyLTK1e2aLNUcOoUpTTLzsbIkeToXbSI8nuOHWtcSoamTWmeEBoKvD54meY6XbqY1k6plAoTffYZeTNat6ZlnLQ0EDy6M+l8gChBt6JQYSUrrSg8jBunYDEDsikHh7nJSp46MjcXGD9ezIUZ/SoHzNsb+Okn854QMDk0g3uO80SURUWRN64wFXVWmB8SCZWtv36dFLk9eujeXlEWspAGUYmE7sVHjwBvb1y7RotbtNC+S+nSgKuLHCndPqKSgEUFERGkurlyhZJ8czRsSGpXLbl6rDACaWkYh21YPOiJ0fZ2Who5yPfuBRSMJ2cg9QAXBbZvb9z5lWFvT7nbFQS9rS2xGfpUKDc3atWiiAUXF5QtWx7r1v2LmzdvoHHjBpg8eTLGjRunUvxGHQ4OQJkyXjh84AxkjKH76NGoW7cupk2bBnd3dwXJuWjRIsyaNQtffvklateujUGDBiFaULa+//77mDFjBj755BM0bNgQV65cwaJFixTnsLGxQVxcHEaOHIkaNWpg4MCB6NmzJ74Sqsy1bt0ak4cPx6AvvkCZ9u2x+rvvxGuppFa1sbHB2LFj8ZuGCnpRUVFYsWIFvv/+e8Wy5s2bY9asWejduzcOHDigUHICwKtXr3DlyhWMGTPGiIsuIDRUrFpeoYJ5pV+WhjLpHx6usfq6WZGbqyCeIyLo0llKiNq9O82BlYvCAjBM+cxV2wbkuby3di3cAURKpaijQb4TFia2KSaGCDiN0encYaaUBsFlyBAAQI1nzyA38b/i5oM2ruTh8uWwB/DU0TH/auZeXmgO4DEAFwAPTHmeNB8eZcpYlqxkEZHkKNa32jr/X0qXxvyFNti717hUxQAQ8+ABmgiM7CTbLeiGU2j02zb4fNAKCSgJ/+TWaH39NmbhfQBAx8hI+ANilWMr8iIkBMkJ9IxoSy124gSJyi9fJlELAFyLqYZc2FiOrCwIBbs5IJPRXKRJE0Q9ScCRI+JibkcZwzG6uYkpN/3DPOnh4/lpjUXJklQ8jSvO+/YFvv2W7CIlvHypXx1fhbJywSoibK0ofLA3BJUqVWIA8rymTp2qcftz585p3P7x48cGnTcpKYkBYElJSeb4Ge8csrMZu36dsb17tWwQH8/YoUPMt7acAYydPGne80+cyBiNDvRauDBR8TkZLoyNHWveEzLGWL9+jJUvz9hffykWzZvH2NKljIWH69/mJUvUVvj50Ypq1czbXiveLAQG0n3g7MyYXF6oTUlOZszNjZrj56d9u5ycgmuTQZg2jRrftm2hX8u3Hq1b07VW6hcNRVAQHcLRkTHZ8m/oS8OG2v+73FzGOnZkbMQIFv4khQGMSaU07GRkZLBHjx6xjIwMo9tTFJGaypi/P2MBAfrvk5srXMLCfgYePaLGx8bS9wcP6Htiospmr1+/ZqVKlWLBwcEmnW727NlswoQJJh2DBQRQG5OTTTtOYUEuF39DSoplzxUSwpi/P5OHh7O7dzX+tXlg7HPaty91Dz/+KCx4+ZKx995jrE4d/e7z3FzqLADGIiP1Pu+F6tUZA5hfvXoa13//PR2yeXPGPvyQPteqxRj/ecnJjM2axdjIdi+YHGCsfXvFvplJSSxZMGAf7d6tuyE5OYw1a8bY+PF57s3cXMZsbOjc2mzSa56ejAHsXKdOOk8zZQp1wVcqDmLXhbalACzRlGfz3DnGRoxgbM8exSKZzPzdU0aGODeIXrCePgwbpt/OJ07Q9lr+Z0NwvlYtxgB2z6kEk0DGHB3p7zt5kk5RtSpt5+HB2I+oyxjAggGW2aGDyed+azFkCOuDwwxgbPNmzZvw/75MGbXHHWXp/rMEbt5kzMeHsfnzDdsvM5Oxf/5h7KefLNMudUREMG4wrVgmYwBjLVrQqnr1aNX+/cYdesAA2v+7b7IYk0iEBzDafG3Xgvfeo35PKx8h4O5dxm50mc/iUZw6bCssAkP4NaOVlYGBgThx4gQyBLcos7C3wN/fH5GRkYrXKYHtHjBggM79nj59qrKftRBQwSIlhRRXQ4cCcXEaNihRAvjgA4S/InkKd/KbC7wCd+nSJLFctswG9vZUNSwaHoZX/8sPjFGejFevFFnjs7KA778n+bw+zjqeqiuPspIriYKDoSijacWbjcBA8gg+e6Z1k1evgPfeo+iPsmWBXWcF9316uqoasBCwZw81oUYN3TWBNKS7KnxkZwO7d9PnBQsMLnBihWGQp6ThOprjYWxZg6tHclSsSPdSZiYQ/t5kypcREAD4+WneITKS1v3+O05foXjtpk3NU9AjN5eUYQ8fKoklIiOpfy6MvJUC+NBgSB5AhUK0MJ8BmYz6NEBUJ5YsSZ2eWrnosmXLYuvWrQg1sZqoh4cHli5davwBGBMv+JuWSzooiCrLpqaK19fSykoh/2iGxBnZ2RSpZ6n6BdzUV5h4pUoB587RA6tPoZ34eEAux3eYiXKNykKHMFmB3MxM1BHUbm5acjfyCO7Bg4GtW8nee/KE6oUB9Fd89x2w62IVJMGd+hMBDm5ueChEVkTlFxX08CHZogcOiKWPBcTE0OMmlYoCTmWkx8ainqAcLDd5ss7TPHlCXfCL6t3RDMBzGxu4ALjz2We626cLFy7Q2KykapJKzd89OTqKgSohrkIUhb5zAsFADyneAC9eGJ92L+zCBbR+8gQAcGvIBjBIUbeuak2VFy/oP/PxAebhBCIlUlQCcDWPbNgKBZKTKUc6RKWcNjRpQmOgIvIOHpZTVh4/Tn2voakSZDJSDH78sfZqluaEIL2WeZTD5l+JKpo8mQTFvPYVL0xkKPhUNijMXgxrf/TItLY+f55vCpZnz+gy5ieUr18faFYlFiWQaE1cWURgMFkZFxeHLl26oEaNGujVqxcihQ57/PjxmDVrltkbyFGmTBl4enoqXkePHoWPjw865FMazsPDQ2U/m8II0XqHUbKkmB+Mh4uqIzOTEpc7OxsfRqEJMhlw/z7NImNjhwE4D8AF2dnpAPYiCmXNT1YGBFCcj4ODohL4xYs0BytXDmjQIP9D8CTueQoRlytHk3M+S7bizcfevZTYfcYMjaszMymtzbFjlBYtOhrYvtdBtL4KIxT833+BSZPA9h/Ajz/Soo8/1rMioExGbS5kkhUAJYWNj6fnqmvXvOsZ0y9mpKggK4smtkU0Z15KCtAS11F3YmujfS22tmI61+cxxYHRo+n/0+gJgzjRr1ABp8/SDWpqeiQOGxu6fTIylG6TuDjKZVaQVVojI2kcS0wEIPKkavxe0UdqKj1z9vYi8VeuHHkwFYlBRbz//vtop8tDogc+//xzlNXE1hiC6tVpwmVrSzdDbGyhktV6IzWVXhKJeLNY2gkqiBuScuj/dHU1rJKsIchDVrq6AgMH0md9cj4KIeCvHHzw+rVEr7/07rp1KMkYYiQS1Js6Nc/6mBji4QCq9VOiBBRj6Dff0CkdHSlvJQBEDp5JBcKUxCBs8GAAQA1/f8h0NYoTWc2aKS7y0qVA7drULcbHE5+pyZH4YMMGOAMIt7FBjY8+0vmbuc0e7tkUEgCRgqPB599/dbdPF7jKoH59JCebN3JWnpsLWXY25Lm5YHI5Llwgc6RpzzK0wfPn+p2wenXgk0+wks2Bjw+ZccbgxSefwBbArZIlEeQ1AoA4TyheXJw/3bhBY18qvPBXw1EAgKYZGXitb9j6u4aUFAVZqS0MnIOTbnv3Ale+vQQfBFmOrOTFCPJL96QOZ2eRZTMqyaqBEOYWJ136ITiY7sVBg4CDB2l1vXoiuWsofHzoPTAQYky4KWTl+vWkmFBKO6OOnBwi/QHaNF/wm6YozFWsMJysnDFjBmxtbREaGgpnJQNy0KBB+K+AKoJkZ2djz549GDt2LCT5uNoaNWqEcuXKoXPnzjh37ly+x87KykJycrLKywrT0KoVvV+9qnm9o6Po4DdnuqegICA9XQIgHZ6eKThwoASk0hwAPeDichtlEUmMoDkJCZ5Hq08fhWTg+HFa1KOHfp5hrcpKqVStl7fijQfvkzRUKWWMPJn+/kT680lNSgoKN2/l+fPA5s14fPgZnj0j0caoUbp34ak4f23wAyXJMqRAgDmRk0NqjbQ0IfEhSOKi7sRKSqIf5uaWpxpxkUXz5pSESx/VUCEgNZXebW2ZSdV/VUiI5ctp5q1tQs2N+sqVFZfFXGSlRCKSCgJPKJI+BUlWJSfT/SoQTfzUhlxjmYwM+SdPAPYymKQTBU3U29lRYrr8KtAVJUgk5DgqXZrG55AQuh+Lut2YnS0Sk05ONAmuXNlyMkeAnKzCOVOz6DnJT/FkCviEVCVogVfS1WaMKkMgK6MdiI3TJ21lupAP9bGvL2w1VOM5fJjqRTVpIta86deP2pqbS75uQHRYR074Evj0UxXDsfHixUiUSOAlk+Hu+vXaG8PJSqUiE/fv0zO+YAERpWop3RTI/OMPAECQr6/GaubKUJCVTtUAiQTNPD0RJ5HAOzcX/jrIA53gZGWDBujUieyf8+eNOxQApEREwK9bNzxwcQHs7GDj4ACpnR0kNjZwrGmLp98vp4HFzo5Ua/qQQa1bAz/8gKd29QDoSYCoIebhQzQXZGrSL75Q/tkK8FzgnKwEgHuNf8F9UH7QZ0IeUyvUoAdZuX49PX+ffkrfO3cGWnVyQjGfcpbJV56QIPY9hpKVgJhkVUltbTEI9+Ul244AKNW8gwMVBwNMqyPYuDEwciQVnDULWckLYepwPAYHUx/r5JR/TaObN4Fv73XHEbxX9MfydwQGk5UnT57EqlWrUEFNAle9enWEKFdEtCD+/vtvJCYmYrSWMAsAKFeuHDZv3oyDBw/ir7/+Qs2aNdG5c2dc4G5NLfjmm2/g7u6ueHmbOy75HUTLlvSen31o7hAPPvADDzB8+BAMGFAfc+dSrEZq6ntILZ5Iq81F/MlkwO+/0+dhwxSLOVnZs6d+h1FWVj5/rkZaWsnKtwtC+A/q18+z6uRJYOdOmgPv30+V+FJSaCAtVLLyyhUAgG/ncggJAfbty3/SGRhIyczvMcEA5KVICxqbNgGTJlExiX/+oWVDhypWZ2YKtombmxjX9aZUBOf3RGFd23yQmk7mhmsxuUl9vQpZWaKEblaOu9J9fPDwIT1TrVsbf251cLIyIUEQ4xSUQo1DJhNZYCHUk5/aEGWlVEq/ITUVyMlmpAwtaJLe2ZkYHOWZBA+zflMcBjzcloezF1Xw9jk5kaOGE676lLs2Fvw/tLdHVjb1BZY8He8nXr5Uehy55/z27fzvKcHwirKhfjU/AW5WcjLqCzJO90mTNG7DK3/36SMuk0jEKtI8MlRBVqo7rEGh4PeEquDpv/yivUFccadEVvIAjrNnle1jVchzc1FL+B2uw4drP74A/ri+inMCoqPh9OQJ7gtGv8PmzfnunwepqYoq1/K69fH4MTmD+DUxFGnR0XhZqxY6njqFumlpeSa95WUyNF64EH59+4IJ0VBa04poAFfucgWkIXg4aRKcADwoVgwNZ8zQSFbyUPDbt0Xz/0WInYLkafPyJQIPHzb85G87UlJQHc9Ru3I6r+OaB9OmkVJQpR9q0oQM1h07zN+mU6fIW1G7tuitUEN0NPUHGoTZJpavNxAXLwIAqjZ0Q7duNI+XSoGVK2moEOriGYVGjWhuM3Uq6FoAhofFK4OHIXKljwbw57R69fzV/H5+wJxTXbEfg6xh4EUEBpOVaWlpKopKjtjYWDgUUM6erVu3omfPnvDikzMNqFmzJiZMmIDGjRujVatW2LhxI3r37o01a9boPPb8+fORlJSkeIWFhZm7+e8cuH1444bxeV2MQUAAD+W4i65CmOfo0XxUaoVdTsIIZq5Q8PPniTwqXlzBTPLUJDY2miNNNcHbmypZNm5Mg1bTphRicu8exGQfVrLyzUdysjjIanDLd+1K3NrKlaQGs7NTUh6vXk0PVN++BddegML4uGKjQwd4eVE+zfzAxVJxUkGeUhCeYU04cYKImCNHKGHYhAmKdA2MEZFVrRoQ+Voizk7fBLJy5kwxvKiIkpUpa7cAAFxcTfNKcRJCpQuUycTKvcrgZGXVqnB2pmdK3UyRG5tAE8RpS6VEhqSmouDJysREunEdHYl4gnE5K5UjgbNs6DhFIpQ5JYVYlaI63vGwb556gdvGbwpZqcGWtxh4fntHR4PUv8Y+n15e9EjIZErDTZUqJJHMySH2RxeaNwc2bkSUK9lc+ZGVAatWKaqA15syReM2nIxq2lR1ufp8XUFWhmRROx8+VNm+pMA6NnrxAimaHJapqeI+zZtjwQJSkdWsKUbCN2woDhnKePLbb/CQy5EEoK5GxkQVCmVlOBRxoTXWrYMcQKPERLzSR8WqDH4RypbFy9QyyMigPpsTdYYgKzkZT2rXRv2UFCRKJLgwbBjCL11C/LNniHvyBNF37+JUlVqQAuh4+jQu89L0+sg4nz2DLCoWkZE0z6hY0bC2JYeHo6Hg+E39+GMkJEoV2Z2UfddcePb4MX1u147mBvUePsQ1Ly/YAIifONGwk78LKFcOxytMxKOjL7UqiNVx6xYVlBYKs5sfp0/Tuw5V5bZtJDLctEmY8ymD53e0NFkpkylECePmlMKJE8D48bRq7lyKkDeb8LR+fZIPN2xo/DH0UFZyhb0+CmhFNXC4a/YYWVHgMLjsQfv27bFr1y5FUnKJRAK5XI5vv/0WnTp1MnsD1RESEoLTp0/jLyPCCFu2bIk9e/bo3MbBwaHASNe3CYwx/PLLL7hz5w7Wr18PJ2HiBBDh5upK844HD/LmbfzuO4qeHj9eizfJSFy9mgrAFba2D9GuHXmIq1cHSpTIQEKCE3Yl18eauQMgMSZ+QxN4WOmAAYoZ8YYNtKhLF1GFkx+8vIhLadKEbOqICMo1dOQIcGeSlax8a/D0Kb2XLatRmiiVUhi4RjRubLl26cK1a0RieHkZNHvguW1ibQVjwtAJjDnAi1/FxABt25KrWCmEKiQEuHOHPq9bB6wuW5byz+ZJHlvEkJMDKCtYiihZmVqTSGEXV9OS1OXJRXfqFPDBB2T0qt9XSspKddjb20MqlSIiIgJlypSBvb19vmllNMHdnVSJ4eFAZRdAApBqqyDUgDyvlpubIk+mtzfNNSQSw5pgZ0ePdiqTwg4gQqugFI2ZmdRoJydV2QPPHZeVRWRXUSuCFRdH/YObG7EVPJ1EWlrRbC8HD22zs6Nrz9WrEol5c/EoQ1AAy2zsIZVmQi4nkZG2W4wxhuzsbMTExEAqlcLewNwRUilliXB3V8osIJGQ9/zwYeordMmsq1UDqlVD1BL6mh9ZmSukAHrasCHKaUgEmZkpDvnqNrBWsvL4XWCBUKGSpxgCY5tVMwABAABJREFUUGfsWLycOhVVcnJwYc4ctFef19y7RxfXywtZpbywciV9HTyY1JUHDtBm//6blzeJ3rsXvgCeeHqihR73ggpZKcCreXPcKV4cjRIT8fyrr1DekBRhnIgR1PAAhasbWm6AyeW40bQp2sXHIxVA+ObNaM8ZFyXYb3+MxR074Sv4odHduwgC4OPnR32Ptuc3NBSoXRsx8jKQ4TUkEv3SBCjj9qRJ6MgYXtjbo/ny5Th8hJbXrq06V+D3xsuXlCdQOTiw7LZtyO3RA82jo/Fg61bUHTfOsEa8zcgnilITjh+ntIfjxgHduoHGJHPWueAdgLq3QgnK1MbKleK0EkDBhoEfPAhcvqwx6sscyM4mm7tEpSYora2ghb5QUlZevEgCS/UwdaPIygp1gGXLTGubFWaBwWTlt99+i44dO+LmzZvIzs7GnDlz8PDhQ8THx+Py5cuWaKMKtm/fDg8PD/Tu3dvgfe/cuYNyxsYSWKEVmZmZmDBhAvbsOQXAB40a7cRkJZbFxoac1GfOkH2obqg9ekQkQXy8edvFlZUNG9ooyFOJBKhSxQ4JCUBsWhNce78zWpni0VFGnz40YVFSuzk70/zL0NpT334rVlzjePAAyOrcCw7HjokWjBVvLrjhohY/pMtG3rMH2L6dbrFp0yzcPk0QFAeydh0xeKAE3t40lucn0OEi+PAMYdb48CE98NricywBXlLT3p7iUNSgbC9t2gTMa+WDkrhZ9JWVN26oFtUpqmSlEK1sKhfSqBE9Awq1RKVKRKzdvUtJiZSJgqwsQCLByoutEXYBGDtWIaSFVCpFlSpVEBkZiQgT0ink5pK4LjYWyHDLhFNyLP1YS1dWlslEhsDe3uTCSlwgmJuejcT0WPIuWvo3cMTH0/lcXVX7BLmcGgbQ82upaizGIiGBiL+sLPo/GBPbGxRk3omuOfHqFf23NjZ03TMySJlsb298vG1+4OR3YhwcnDNgb0+T1fzg7OyMihUrQprPf/9o505E//QTij97hmICA9q4Rg3UO3gQJUsqzVy7dSNylquUdEAmE/9OXWRlemwsGgg/prQWj/ujR3S8kiXz5kzTSlZKhA/cVhAgkUoR0qsXqhw+DK8//wTbtUs1t2R6OjloqlVDYCA9Rm5u9Bs8Pckmzcggn5063Pz9AQCZmlZqQPny1KeXKAHIs3Ig7dYFCAhAas+ewP79KO/nByaX55v7UoHoaG6oK8hKHiZvCC4MHYoOz59DBuDJsmVoqoGoBIj/WYYTaAdPdEECcu3skHP0KHRm0diyBZDLEdm0L3CTrqumQkXakJmYiNoCgftq2DBUtbVVpC9Xr7Ds6UnkSVISES7K3FGVLl1wycsLbSMikLJkCbFsVhgNTjhHX34OlG5FlSNNiXdWR926NMhqyRnAGNUMfPqUhpXffyc7/8gR6it3jyygMHAbG1LYdOmC9HTLCPAHDQL+/pty8X/8sQkHkskUTts70eXRvjsNY9z3xtGxIxGk+tTk42RlcqmqQNuqJjTOCrOBGYHIyEj25Zdfst69e7OePXuyBQsWsIiICGMOZRBkMhmrWLEimzt3bp518+bNYyNGjFB8X7duHTt06BB79uwZe/DgAZs3bx4DwA4ePGjQOZOSkhgAlpSUZHL730aEh4ezZs2aMaAYA14ygLEaNYYwuVyusp2fH2NnzjCWkpL3GF27MgYwtn27+doVEEDHBBj76qsNKusmTeLrLrNZs2aZ76RaEBfHmNrl0ImMDMacnKiNbm7HGcCYRJLDAMbu3rVcO60oYCxcSH/yhAkqi3ftYszHh7EVK/Lusno17TK4bypja9cy9uOPBdRYAR07MgawsG92M4AxW1vGcnPz3+3xY2q3qytjrGZN+vLPPxZvrgp276bztmypcfVnn4l9hrs7Y2d7Chd76dKCbaeh+PpraifvNBo1KuwW5UV8PNs75iQDGOvUyczHlskYc3Gh337/ft71mZmsaRM5Axj7+++8q+VyOcvOzmYZGRlGv5Yvz2Bff53BIo5cZBmVKrGMjh1NOp5erwMHWIavL8vo0UOx7NatDJaUZNzxVq/OYJUqZbDPx4XTb2jWzPK/ISODZaSns4x27eicR47kXd+gAa27e7dg2mPIa+ZMatu6deKyZs1omb9/4bdP0ys1lWWMHs0yWrViGRERtOzGDWpzixaF3z6lV3Z2dh5bUhMujBrFcnjnrfaKk0jYlRkzDO9XTp5kyccvsY7tcpivL2M5Odo3vTJ7NmMAC7W1ZXKZTOM227Yxrf1faqrY5NhYxuLjGXv1irGce49ooYtLHiMyMSSECYWy2U1NxoKAP/+kQzRvLi6LjGRs5868Y3dGQgJLF44ZeOSI9h+sBLlcrWlVqzIGsMQ9e1imcKwn+/frdSwFMjMZi4tjw4ZR25cvN2z3F//9x7KFc5/r1Uvntrm5jNnZMVYWd1mMREL79OypfYfsbMY8PRkD2LF5F4wacs+PGMEYwF7Z2LAsYVJUpw791j//zLt9y5a0bt8++p6ZyVh6OmNs0SL2VPiduQALPX/esIa8xXj5krGKFRlr0UL/fQ4douvcouIrwdAebKnm5YsuXagJfJoAMPb6YSxje/cy5u9fIG1ITqbzFi/OWFqaeY89axYdW9E1Z2VpJgjyw+vXTJgks+VLcxXXKiTE+LZdvUrHqFzZ+GNYkT8M4dcMIiuzs7NZx44d2dOnT41unCk4ceIEA6Dx/KNGjWIdOnRQfF+1ahXz8fFhjo6OrESJEqxt27bs2LFjBp/TSlZqx507d1i5cuUYAObgsEnJPpzF/A3oTGvXpv1OnzZPu3JyGGvYMEdoy34WEBCgsn7vXt7ObFa/dnPGitgAf/Mmtc/ZOY0BTgxIFdr7iP32W2G3TgOMHWTedSQnM3bjBmOPHqksHjuW/v85c/Lu8vfftK5xzRT6ULVqATWW0YykeXPGAHZ5b7BBg7nyZCxx5Kf04fPPLdtedUydqmYdqeK990TjMCmJMfbFF7Tg448Ltp2G4MYNxipUoHZOnEjvHh6F3aq8uHuX3UU99qXzt+zXXy1w/Hbt6Lfv3KlxdenStFptKDA/0tIYe/6cbnhLQJkIycykWeyqVYwxcgi4ujLWujURHoZi61a6Rt07ZzMmTNpZATih2fHjoicjOTnv+gYNaL0R9pvF0bs3tW3LFnGZ0EeyQ4cKrVkG4+VLarODg2Ge1SKAc7zjBth1Dw92YcwYdnvNGnb188/ZMwcHxbpzvXppJRI1omJF2vfq1Xw3vSL0weeUGUE1TJtGh5s+XffpLl5UWpiVxZiNDa149SrPPn7Cs3GjTBmt512+nHZX0nJoxe01axgDWKRUati1Ukb//nTCb79lV7286Lo0a2bUoRo2ZFqdTLpwrkMHxgB2q0QJvX5HrVp0nt+7j2MMYKkAC7t0SfPGf/xBG5ctyx4FZLGFCxlbv17/tmWnpbEQW1u6Lu+/zxgT+RZOVqtjzBhat3gxY6NGUfe8aROj8R9g/sLOfg0b6t8QcyAykrEBAxjr0IHGo6KCV6/Ynar9GMCYl5f+u12+LJjVnqkF7viVyQS7U8D164w5OpLZyonsAhlS5HIygv/+mz2+myWKDMyMjRvpN/XpwxibP5/6uS+/NPxAcXHU3unT2QcfiM8RJ/aNwSPBR1SihJzsk1mz9FNlWGEQLEZWMsZY6dKl2bNnz4xq2JsIK1mpGSkpKczHx4cBYFWqDGESiVyJrDzAxo8fr9dx5HJRFGMuDnzNGpnQjnhWvXo7JlMzVh48YAzgZGYPFgswlpho2klDQ6lTe/GCMcZYVBRj9+4Z17/xSaODwyUGgNnZ/S209Xs2a1YaTdq+/pp+SEEgJ4exBQu0W4wXLjDm7KxZ1VTUsGYNY9euqU76ixgEYQL799+867hC0aWYjMkBsmYKenIZG8t+30vPe/v2+u9WogRjJUsy9nzreWJitU0GLIXGjeni6VB5hIUp8SUHDjD2/vuM/fJLgTTPYPz1F0lCOGn9/DljI0fSs1rUCIcrV8xKrgcE0GTt8mVhwfTpdPxp0/Jsm5KiRJSb2M0XKoKDadby8KG4bNs2haOoWTOmeCazsw0//OnTjEmlgvKrVStSURdEn85DK7Sp3zghWBSfw6ZN86rET5ygMTo6uvDaZSiUvUmWsHVjYigsJCODLV1Kt9aBA6YfNuTcOVFB17p1HmLq/u00tg4NRcKyWTNxm+DgPI5CBWQyChsAyLbTgdSoKJYmHP/R7t1atxOCErRGEHXvTus3b1ZbUa0arTh7Ns8+wadPMyH5AAvSQuYLIj691InnWrdmDGAXq1TJf2NtWLaMTjh0qEJxGmZjYxT5+cUXdF0Es1pvcJL6op7zkPffpyZvWC9jd9zcGAPYNUdHzQTc//5HGy9YYFijBFwYPZoxgEVLJCw1KooxRsQKQOSsJvCImoEDRdJ71ixG47yXF7sp3APJAEvWQGpbBOfPi15AgOzqwoJcztjMmaKH/8EDdh7tGEBEtL54/lywr51l9KFYMfPZUllZWucdDx4w1rYtY337qp4uJ4e+cz/07NnmaYpOPHumcFyd/pfIytq1zX+akyeZeGx+gw8ZYtIxlywRb8fPPhOXJySQKZORod9xXgnCWhsbOZO7uunttLLCMFiUrJw5c6bGMOy3FVayUjMmTpzIALDSpccwNzciB7n3BwhhxYoVY8lqKonAQMY+/VTVs5yYKHYu5pCZZ2Qw5uCQwQDGbG0nsbsa4qZjYsRzAivZQcB0Wf0vv9ABe/dmjDH2009KXiMDIYajfsfKlCnDfv45SfgeyGrUWMZYr160wc8/m9ZmffHff+IFmz6dvFjK5+ae9IIOSTYU3BIBSEZnjBfPwggJ4YOk5jmjstAiHKRaYPHxBd7OVavo1MOH67+PvoaCRZCdzVipUnpNPt8YDBpEv6dnT7LGijK4ZVqvnlkON2OGGr+1axctaNdO3GjHDsbatWP3v9greMnNcmqtuH+fJp0W8yEtWCCykWqIjxe7tvBw4w6fk6NEclqS7FY+9r171GiplNR9mjB5Mm2zcKHl2mQsuByuMCfqhiI9XfNyZ2f6LYGB5j8n98B26cL69qWPGzeaftiLgmfPv1QpjevlcvKPTMf7ImHZvj3ZKgBjH36o+cBKoYX5Mf+XBUdJsI4QcLmc+h+Asdu3NR9HuU/LySHuZcgQxtJ69KMVmzZp3O+aEJJ83tdXXNixIyl8791TCH01hRer436xYkTyjRuX/8ZKWLWKiLbNmxkR9QBjvr4sLSaGpepB5CogkzHWuTPJB42cc70Q7NVsgCXoyXLOmUNN/vhjxp7/8YeCAL/Wo4fqhk+eiPdFcLDBbVNRVb73nmI5J6O0+WuOHBGHT37r9u0rrOzZk8kBFiQYhhfGjMm/IeHhjB08aFo/X6+e8kRKvxvMUvD3F9sREcHY1avsCHozQDX9QX5ISlKaj0oFFU1YmHna+NNPpFyfMkWx6NEjIsp5IEOxYowFBeXddedOWt+qFSPH7w8/WG7MOXFCcbPx83bpYv7TvHih4ESZ7K+/6UuTJiYfl0dOClNxxpgohtaSASoPsrPJZL1+nTH5gIG086BBRVrk8ibCEH7N4Gzl2dnZ2LRpE5o0aYJJkyZh5syZKi8r3n6cOXMGmzf/CmApYmO3ITlZilatqLKgRMIAVERamiuOHTumsl90NPDDD1S4lhdbCAuj95IlzZPEd8+e18jKcgQQjo0bm6G+hkpmJUsqJ95tgXOAUmlZI8GrzgrV2oQc5TCmds/du4pPmDx5MoYPd4OjYzYAHwQG3sFrXq3E1DbrC+XK4+vXU0WVTz4Bbt+mZd7e9F4QFepMweHD4uejR4GNGxUVdAscr18Dn34K/PKLymKhfg2aNKGE+OqwtxcLAj5zFSoKmlAcxFiEhtI7/+v1gaOjZdqiF+zsqAN69EgsX6oDY8dS0QMjCkoWHPbto4oM+/erlg8tikhLQzjK47G0DhISTD9cnorgjRvT+507VE0CAAICgIsX8fIxFdvgz42l8N13VG338OJbwJgxwMWL5j1BQAC9DxyYZxUfM6pUyVu8Q1/Y2tJjAsByVazlcqB3b7pYMhkwYAAt79dPUfAkJIRqvsTGAp9/DmS07w5Mn665GkhhgjGx+FZ+paKLEvr0oUoS//6rurxMGXrnFebNCV4tsE4dRVGdSpVMO2Tg4cNoLdhdzmvXatxGIqHbbT3+xtrK/QEAHS9cwIUjQunlf/+lyiXqEIqUfe/yBTy97TB3rvZ2SIXS2i+bNdNaRObVK6rFZGMD+PpqPo5ykR0bGyry9vvvQKSXUBFMrcgOh4PQuKaPHiEhKIjuS39/4MYNMAdHxW6KgmRaEBUQgNpCka6qEybo3lh93yjqnp4+hWj0PnkCZ2dn3BM6pKiffsr/QJGRVIlzzx6jJwQh69YBAO6WKoXienb6vN5JVBRQ7aOPcFm4Ocv/9x/SQkKog83OBi5doiJfvXsDlSrh0SMyj/U1I69OnIiKubmIlkrRfPt2xfKzZ+ldvbgOB783nj0Dqgr1PhRjX506kAAIFa6zq3I5aW0YOxbo3x/Q8tzki5QUqvgJ0L2WkEB9eGFh/37x85MnQEICkkEGtCY7WhtcXQEHB/ocU1H3c2cwXrygG0UwhLOyqIbN4cP0yPbrR+ZpVQ31XFq3pvdbt4DMQ8dp7rBokXnapQ5uoJUsqajVaKxNoQve3mRvZGUB4W5Cp/jsGV0MQ/DqFT0MQt/13ns0Pzl6lFbn5FAhH0C/SuAAtatrVyoMLJk8iZ75/fvpuZHJDGufFWaBwWTlgwcP0LhxY7i5ueHZs2e4c+eO4hXAjWkr3mr8/PNvAP4FsBAA9Zt+flQIu04dPslpjoMHD6rs17IlFShMT6dq11FRVJGwZk2txdEMxjff0MDi7e2P8ePHatxGKlUuONoUZyA1nfjj1dmEkebGDfrarJlhh2EMuHNHJrTzAaZMmYJixYDJk2kWKZdPwDdBQbQxLx1pafDf1qwZjTA9egC7dwP16tHyKgVUoc5U8BFr3ToirGJjAX0MO0vg/n0qg7d+vcri06fpvWNH7bvyZ+Wpq2BMFRRZ+eGHZDVdvaogKytWNPJYkZHAiRMi4V0QkErJ6tdAxEyeTHP4K1foe2go2byhIYyI5aJqoNSqRRY2R1YWPYdxcYXXJk1ITcUKfAHfu79jwwbTD5eHrKxZk+7PWbOoDCRA1ZgBBNvRxnoU/zUJ3KCPuBcL7NghDgLmArevNHjA+KoGDcx7SsTGip5FQ8AY8OWXqpNIgEiI48dp3YsXNJ7Y2wPz5ys2+ewz4t7LlAHWrAGWP/yA+uzu3U36KWYHYzSm7NgBlCuH7GyBtIiOpt+5e3chN1AL7t8nQpKTkxz8e3S0Zc4JAPXqKXyapj6PUdOmQQrgmpcXfEeO1Lpdr170vjbnT5zr0hUA0PzECTz18qI/jNsFyhBm6a+cqyMqingqTUiJiEADYfwtN22a1jZwZ0KtWiIZog5lslIiUaoI3uQ9ehA4sa+GBp99hqeOjnAGcPeTT4D4eMXEXVLRGyEhwPXrYp+pDY8/+ww2AO67uMCrRQvdG6uB+//Cw0EN9/Agx8T9+2ACiVXp1i0w7kjSBm5DenvjZZitUcOYh+AkSu/RQ+99Bg4kjuaPP+h7swsXEA6gAgD/qlWpz23WjAi+4GCawIAqN1evDgiFvXUi+t491Nu7FwDwuG9fOJcuTZ8fE+FpZwe0b69538qV6b5R4roQFCSYJUKp9JoeHpABaJiUhBDOfmpCRgZw8iR9nj2b2BxDcecO9X/e3kDTptRhW8rBlR/kctVx5vFj4MkTo8hKiYTIw6tXgbK1hUmiOclKQDFH3LuXTPfy5anJBw9qt6d9fOiRys4GbjWdRA09dUph45gVnKwsUYKeZ1iGrLS1FYnZJxmVyD5PSTF8/Fm/HqhRA48//hEZGWQOcxFFSAj5OH/7jb737m1EQ//3PzqAjQ2wcyewa5cRB7HCVBhMVp47d07r66yuDtKKtwI5OTk4csQHQHc4Osrw22/A99/TfAMARBunBf7991+kp6cr9pVIgOHD6fPXXwNeXuREffJEJAlMwc2bAXjxoi4AYOHCOpDoGDw//RSws2MAXPAYvnh9755pJ1caiFJSRB7RULIyLAxITrYBkIO2bUuhnGCxfvqpRFCtdsc/jwWDj3s2LY3Jk4E//yRXf2goTTYHDxZlOHzWUZSVldHRwOXL9Ll/f2DQIPpsjhvPGHADSI2l5/y+LrKyVi0S8qS7CGqegiIrr16ll60tIiNpkSFk5b//Et+wcCGALVuI9N640SJNVUFKimLypgnx8aRgOXoUyM2lZZ6e9P76k2U0+eLPd1GAXA4kJ2teN3w4WYB79hRsm/JDXBxS4QIAcHEx/XB84v3ihTBhs7Ulx8OSJaIiR/jPXoEsbUsrK7lB/0oiWMrmnEjExSkIFGiIFuBkiDFKfmWsWEHG/T//ABgxgggsYxw6p08DS5fSOKE8GeaT5Bkz6E88eZIIUUEZK5ORmlkuB3igzu+/m/abLAaplPqwUaOQmOGAxo3pHku5+4Ku3ZdfFnYL8yI6WpwMqkv85s0j4rVRI/OfVyArE6s0UggZTVFWZiUno74g0XT5+mud23bsCDg50eNTYvV/uOHhAUcAtlFRSANIoa4O4VmLsicWTptw9v4338AJwEs7O9TQQiYCwLlz9K7r+eRkZUgI8QWcrHztUZ+cMFxepQaJVIqYYcMAADVPnkT2kydQNNrREe7upBDiNromZCYmou6lSwCAVANVlYAaWSmRAN260bMBoN68ecgEUCUnB88PHdJ9IG5DVqmCzz4DSpcGfv1V/3ZEXL8O3/R0yADUVnKA5AcXF9XghGIVKyKiKxHb7eVy3AXoD3J3JyZEkKlyO4gHO+lCUK9eKMEYHjs5oTVnTwDwS9Kli3ZizcZGNBWTkui/zM4WItMEsrJcWBjulCoFAHj51VfaG5KSAgwdKn4XCFSDkJVFN3OrVobva25kZQHK9+yTJ8C9e0aRlQDZqC1bAo7tm5O8zlyqeaU5ImMUXAAA06blr3qWSIA2bei3BGaUp+cLIDva3FAiK7nJoUcwklGYMIFMtso17MUB4dkzww4SFQUGoPNfH8PdXdQ/XL9OfMSNG/RsHzigMShFK/bvJ59EaCjIjvnsM1pRkAILKxQwmKy04t3GpUuXkJVF7r/vvpOojHkAGUUA4OjYHunp6fhPzeU4YwZNQurXpwnJ/PnGRyKot6t//+8BlIKDQzLGjtWt9168GGjblpOZLeBnqiqYe4SrVMHt26LTkZMe+kIMAX+MDz7oqVhetSrQowdN+oJff4gYgHpRTSFM5ka1akTwNWmief2boKw8fZr+lEaN6I/hMwPlEPeCBGez1eISxowh27NDB+27fvstif1m/i+AFhQEaZ2UJIY81qyJ69epDbpIVXXExRE3cfUqyFUMWMYzrI4NG8ja+vlnjau//Za4vwYNxEhTxUTRQTCgCkrFrA8uXiQDWtOkUsGYvSrYNuWH58+RAlKAmoOs9PYmpUlOjpiSQAUXLwIPHwIAVi6XISFBRbxnEfAJ66scQaFmznubDwxVq6oqaQXoEF0ahGfPyKdz/z7Ee4kzLYZAOVLhzh3xs/CfKLx4EonK77l3D0hMpEWffELLwsIY5JFRFANnaIhYAYAxUlg9fEjkxfUYQS7y6pWYkqCogF//qlWRyoph+nTiKuRyIK1Hf2DUKMNye+gDTpBKJAhxpnG3dGmgWDHjD/lg40a4AoiSSuE7apTObR0dgc6d6fO/x6XwuXABr6VS+MhkuAmQQkk99F3oP6MlRFR4eGg+tlTwLoY0b641BDw9Hdi2jT4PHqy9naVKiYTUhQui7cgJMV1oumYNoqRSlJPLcXX2bFpoABvsP306SjOGcBsbNFuxQu/9OPIMO7t3k1O7RQu4ennhrkD4RPzwg+4DKdnRvNvIj8hRRqAQav7Q1RVlBBLPWDQ/fhwXy5SBFEApGxskLVigoh6Uy8kGAkR7QRuufPopWr16hRwA0u3bYacU4s59QflFUSsrb1VCwevUoXRCBw8ie8gQAEC1y5ch555XdXh4kFJs1Sr6/s03hkeOdO1K/fq+feR4nzqVcnYUJFaupAtx7x6FRAcEEPM7axZw7x5ckYJa5VOMj/6ZN48M1v79TW8rYypkZUwMOVBcXDSbcZqwbx+NjaNGAZg0iRZu365d9m0sEhPpvUQJNG9OPgd+75kbs2bRXLxGDYhzIUOjHF+/RjQ8EJnigtxcauv160Q4R0UR1xAQoFWYrhUrVwJz5lBoPqDUPp7HxIoChcFkZadOnfC///1P68uKtxt//XUCAMknu3fPe/twZaVc3gSABH/++afKend38ijdvUvqSsB0vm3BggVo164dQkOJKe3bl4Q2+UFZBXqZ692NQXKyGHZZpYoiX6WhqkoAuH49Q/h0F3379lVZV6cOd423wVUex84nH4UJrqyMj9eu+CpscMu3TRt6r1aN3guLrLx5k955rj0Bq1cTUaArXZPCXv7kE2IWuNFpSXBvp6cn4OYGqZT4MkPSSvE5cFgYRGvb0mRldjbw008iA6KG169JGQ6QEIzPNxXKSmehnUWJrPzhBwp11jTBKKpk5ezZSG1Az545yEqpVEPuLo7UVNXkXxUronhxIgMsCcWlTxGkHOZU43KyUoOqEqC56qZNZKCbAn5NX74E0KkTfTGGrFR2oPB7USYj1QugUAOpw8+P3tu1o/7CxgbIyZHgtVcjCjc0R8JTc+HpU2DHDqyfHqySDtn/ZSm6QXNyLBNSbQqUwrFv3yY/zqRJlIqrbVsLZbvg5/TxQUi0EwDT81WmCmGfz6pVg1QPY4+bUhcvAqVq1kS4YHy2A/BQJssr3+3fH9i0CVGCs0qTuCo5PBwNBSbRa8YMref+7Te6batWBXr21LoZALHbOndOKQw8EvT8Hzyo1Vh2LF4cTwUmtM61a0gCgIoVsWQJRRHxv0AT5Lm58BTUpYE9esDWiOTSXHmljZ/PEf6A8teu6T6QQFbGeNTBq1dk6xiS2sL+zBkAQLwRxvf69aSqU6RytbFBg9u3EWpriwoyGe5/8IHK9rGxFIkhkegW3wUdPYr6P/4IALjcvj1q8qgeEO9x6xZ1F2rmfh5w0/W332jbkSOFdFbOzsDEiUCbNmj01VdIAlBBJsNdbthow+TJNCF7+lRMsm8oJBK6Jzdt0qxQtiR+/ZXuF+7AatAA+OADCvcpWxZTSv2Bx+ejoUtkqglXr9K9YNZ85XFxpGgFgMqV4eFBir979/RPN25vr2T7v/cedRDR0Xny3psMPsYWL44vviCfgyGiBKPRrRswbJjhuaWiohAJ6iw9PIgELlOGno3+/SnNrDHjjbs7vSu63PbtSVk1fbrhB7PCZBhMVjZs2BANGjRQvHx9fZGdnY3bt2+jHs9hZ8VbCcYYDh58DcAepUuna0wEXKcOecyzs50ANMLRo0eRrcXzs3AhTU4MHUyUsXfvXqxYsRLAMgCTAQBjx+av+8/JUZa2t8BVT0/jVRDcG1ymDODqanS+SgA4fZo8/B4er+HD1WcCxEGtFi67CV90WaHmQHo65Qs7dEi7qsXVlZgAG5uiR5Jw8DB/Lj3iZGVwsHE5e0xBVpYohWreHCNHAuPHE2/q5GRA6p86dSg0TIuiw6zQErZuCLgNEhYGsKrCvR0ebtkiRxs3EiPp5aXRtbp6Nd3iLVqQ/cehULVIBQaqqJCVly7RpFUqFeNklVFUycrKlZHqRPIkDZyxUeBRrHlE8S4uNHFycyPCTVf8oxnBL/3reHvIIKW+RZu6xVDExFD/qmXm3rw5zT1NjVjjIvkXLyD2LSEhht9PfFzavZtyifKDZmaS1E1LTD4nKzt2JIcjv6ah7kTS5rw0walobpw5A4wZg41b6f4aO5YmoDNn24hME68gWFTAx8G6dRV2SoMGlOUlIAB4+Msl6mMscc569ZCRQX2rKfkqmVyOygIZbq9nUY/BgymvIK/52HTBAlyqUgVSAHYActRDYRs2BCZPRlQ6dVaanqv7y5fDEUCQvT2q83tcva1MdIZ98gk9wrrAycqzZ9XIyn79gI8+Eq+lBrTeuhUv7O1RGsAdAKhUCbt3U2psrgDUhGuff47qWVlIAtAwH+VjYiK1R50zLVeOntecHLUAG8F5XXf+fOQAqJ6VhRfHj2s/gbDzHTn1c9Wq6T9e5KSno7aQEsdDRw5TbV3y3bskpLt1S1zmVqECEr//HjIAbV+8wBUlUppn3/HwUCpMpoak0FCgf3+4ALhTvDjanjihsp6HgLdrp129yzFiBM2tHj4kUnXnzrzBTk4lS+KuIINL01TQKD2diEmZjMbHgQOJ+dT2AzQhJ0dVzccnUhER5hvv8gNj4pgk5P5UQCIhxjkmRnO1mnzw118UAahwQCUlme7F4U758uUVSUclEhNS09jZiQV2Fi0So57MgTlz6EEQVLqWBGNkJh07Bsinz6T0RR4exMTrm57g9WsFWcn7zKpV6e//80/j7c08ZKWvL90YVlFe4cBcJcgXL17MZs2aZa7DFRkYUlr9bcejR48Y8A0DGBs2LFvrdv36MQYw5uy8lgFgfn5+FmnPvXv3mKNjBQacZNTtMTZ9OmNyef77/vwzU+wD5DIbG3eWlpZmXENiYhjbuZOxX35hjDF2/jxjX33F2J07hh0mO5sxZ+doBjA2aNDWPOvPn2cMkDGAsWZ1ezH25AljOTnGtVlf3L9PF6lECd3bRURYvi2mICuLsYAAxqKj6btMxljp0ozVq8fY69cF25br1+mali7NoqPkzNaWvj54oN/ucXGMdezImK8v/YwCwcKF1MiJE9nVq4z178/YmjWGHSIzU3zmYqLljBUrRl+ePLFMm6OiGHN3p3Ns3qyxPSVK0Op//1Vdd+YMLfetkEgfmje3TBsNgUxG7QAYmzBB8zZ+frS+WrWCbZseqFuXmnb6tHmOd+UKYydP6ujv09NZQmwu69WLsY8/tvyzkpvLmI0N/cZX9pXpw4sX5jtBRgZjFrZDLl2iZleqJCxo2JAW7N+v/0HkcvG5u3tXXP7337SsUSONu+XmMla8OG1y4wYta9NGOH3lOWw3hjFbGxnbtMmYX2YBfPklkwPM2TaTAYwFBiqta9GCGn7wYKE1TyMaN6Z2/fknGzCAPq5cyVj9+vT5BLoy1q2bec955w5jK1Yw9uefikWmPItBx44xBrBMgKVERhp9nNgnT1iMRMIYwM7973951svljNnZ0XUJDc27/43SpWnf9u21nuP4cW4LM5aQkH+bYmLEMXL9enrv3p0x1qULfdmxQ+f+1+bNYwxguQA7Ua+p4ljazp2TkcGC7O3pd3TsqPPYv//OmHC5mESi8ncyxhhr354e7WvXGA2uJUuqnNy/VCk6T9eu2k8iPDcrJ79kAGMDB+pskgru/vQTYwCLlUhYblZWnvUpKYwNG8aYoyNjR47k3f+bb5gwt8m77lzbtowBLF4iYa+uXWOMkc0AUBepCa+uXWPPHBwYA1iEVMqiNRh4wmHZhg36/cYpU2j7Dz5QW/HyJWNbtjD255/s/pYtjAEsFWDJr16pbvfff3SA+vX1O6EykpNpHNi/nzF7ezICGaOOmxuxmh4USyAxUXxQUlPF5f/9R32NSmdsGFavpsOOGMEYq1WLvty/b1p779xh7KOPGBs/nkVEqDZZX6SkMPbee2RHZWczuu7NmpFxo0/nYiBychgzdkpsyDmE7ocFBTHV/7V48fznlGlpjAFsG0YzgLEePczXtuHDqRmrV5vvmFaowhB+zWxk5fPnz1mJ/AiNNxBWslLEt99+y4BrDCBuTht++40ecje3cAaAffHFFxZpT6tW4xgQIhiDcrZ3r/77njtHbbSxkQt9Y3t2/vx5i7RTX8yeHSO0JY6dOnU9z/roaMYAmhjZ2b3HsjQYZCYjNZXYMI4jR+hCNW5s/nMVNvRhtS2B7dvpmvbqxb7/nj42aaL/7llZ4ngedT+KsUmTyOq15O8ZOJBOuGYN27yZPvbubfhhypalfW/dYuIM+dgxszeXMcbY+PHivZubm2f1wYO0unz5vKsfPaK2dmyWShu5uhbe/cLx55/UFhcXxrRN0p8/F2fHhd1ejtBQxlasYJXLpjFAmMwWEG7fpsvh4VEw59u2jTi51BqN6MQWctQp4+BBmqe+fGn6sSIiqNlSqTAh+vhjWvDZZ/ofRC5n7OZN6ueysuh7Tg5NcqtUYWzkSI27XbtGp3J3F+coQ4bQsoXV9zJ3JDCAsVatTP2VZsKkSSwHNmxq0+usXz+1CehHHxnGQhQU5s0jT9fLl6xSJWrimTMiF7YLw7WSyUUF53r3Zgwg8ssIZGYS78IYY5cE9icDYC/++0/c6MABlnbiIuvYQcZq1yY/gTKe/fUXYwCTASxYi/clLY2xqlXpus6YoX/7+LC4Ywdjr14Jz8LEibTwyy917iuXydj52rUVBsIfKM/GlprPnuzfn+d1/9dfiWgFWJxEwpLCwnQee9AgZQc/Y2XKMBYbK67PY47ywf72bcYYY+dHjGAMYI+cnHRfgIwMNmggOeW/+Ub3pso4J3g2Lik8LSLCwxmrU0dse6NGeYdH4S9lTZvmPXZ2Whp76OzMGMCeOziw6AcP2K+/Ksy4PHiyfz+LkEoZA9hrqZQ90eDsiYwUyV99Ob6HD8X++elTJV/Yjh20omNHJpfJFAT0hTFjVA8gkNls9Gj9TqgM7rDmr0GDxHW8M7l82fDjGoNHj8TBQhkdOtDy3bvZ0KFE7J08adih+aXs3p2JzmF1Zt4EjBrFmIODQtuiN+RyItoVxB5jGh4684GPx/XqWewUjDHGGjSg8xw+LCxYtky8x65c0b3z3buMAWy501IGMKZ+u5sCbvosWKC0MCCAsT/+ICGEFSajUMjKXbt2sXLlypnrcEUGVrJSRPv2fRiQm+/gmpgoeqSBWqypptHfRNy7d48BpxjAWJUq2QY7vvikTHx9zlZ++qnZ26kvnj6VM6mUiEhf35VMroFokMsZs7Xl5Oo0dv16XkLTJMjlZKm5u5N1xxhjP/xAF6hfP/Oe611HXBxjQUGsWze6vOvWGba7h4cwD7iURpYPwNi9exZpKmOMsalTySA9dozNn0+nmzzZ8MM0bUr7/v03I3kAQPeYuXHxojgTuHRJsTgri7GjR0mglpxMhumvv+o4TmYmzQwA8ZkoLHTvTu3Q4Px58oQmW4mR6WKnFh9fCI3UAIEV/qbCj2z6dMtcxqSkvIQCYyK/26KF+c+pE6GhjKWnF8ipOnak37htm+nHUp4QBQYyxvbuNdybooxVq8gboEzaaZHVRUcztnEj7cLx+DHNR/pUuqu4rW1sRLKpUMH7r59+Uiz66y/ilS4MELxQs2cXYgO1IypKVMglJjI2dKjgi8JM+r+KMO4Iql0/ruwyAFu2UEDFypX0XS6TKRR/d9zcmCw6WqHWYYBWxdJFgYW8ouNazZ5Nh6hQwbD7ddo0DePrypW0cPjwfPeXy2TsHB8r9Hyd69kz3+NykdnhwyLxN2qUjh1atVIhemIePWK5wvlC8xEG1KhBu544kW+zFOBk4kUNUQdjxtDxPD0Zc3Kizxcvqu3/UPRLauqiQs+fVxCQTx0d2Zld/mzhwrxi15srVrAk4Xc+d3BgYUr2hzJ4dJehQRudOonPrp2dQGb7+4sMMmPsnGBY3lEn87gT5fvvxWVyuX4Suj59VO+b774T13GJ6L59hv0YY8FDX2rXVl0+aZKifU2rk3Pr6FHDDs0Vs40aMZJXAqTWNANyc6n/ARg7e9bw/X19ad9Tp8zSHM34+WfGNm9mB7YmMxSAc3DYMPpNy5cLC2QyURyRj3OGhYYy9vXX7JNmJKKaP9987friC2rCJ58oLeSRCf/8Y74TvcMwhF8zONlZv379VF4ffvghWrZsiTFjxmASr1BlxVuHlJQUXL4sAWCDypWzdRaMdHcHunTh3z7ErVu3EBsba9b2fPnlfgBdAMhx9qwd6tY1bH9PT/VcFi1wlZflMxTHjgEnTyIrKhFjxlBCYkPTX/bvHwa53AFS6Vn8888ASDQkLpRIgDJl+PLauLxsGSWyMVcS/4sXqfBLUpKYLyQ4mN7zSzJ1/TolR7Z0yV1jsH07MG4cVf0sKihZEqhaVVEfSSz2pB8UCe0TnKkyIwAcOWK+9qnjp5/oXujVCxcv0qJGjQw/jLc3/fT0dFCSvR078q86YAzu3aMEYWPGiJnpQT/jvfeoVserV1RZcdw4HcdxcKBSv9OnG5BM1AJIShIzvo8Zk2f17t2U1qx4OSdc6LsGWLCATPaiAKE407yO17BunZiH0FxYv54SqKulAwMg1s+qXt2858wX3t6UgNYc2LOHklKuWZNnVWysmGKwVSvTTyWRAD4+lF82IQGUTG30aLE0t6GQyehBEwpfANCaY7dMGWDKFEqZxVGrFtUmOBJSH7bIQWmHZMhkUPRBhQpeFVRMfo3Dh4HNm4HTJQeSXWDsdbMweD2NWrXIXuP58qLhQcm+zNV3REdTjt3AQCQm0rPfvbvxaaKTQkJQV0giVsWIa5uRQc/M+fP0XSKVwvPvv5EGoGFyMi43aSImEnR2FhOXKSH88mW0FIpnuWupnB0URLUYAKo9YkjeNOW8lQrw3Hv5Fe2SyyGRSNDxv/8wqu5urEMjvLCxQ5RUmuf1ysYG91xdcaFOHbTYs0fnYTMyxBp7zZoBW7ZQX7FzJ9X4U0ZamlBQWCUBLlC6dm3cExKvB61erfN8c+ZQX6BWf1ArIm/ehG96OgCghtp9ERMjmrMHD5KZClCdOmVUr05/eUqKan0wDu/27ZH13394LZWiRmYmGo1qjq4vh6NO2DJcnz8fF0eNwq1SpdDkiy/gBspRWfrxY1RQsj+UoW8VcHW0bk3vvIZXaCjEcs0xMUBsLGouWwY5gIZJSQhRvpH4XIEnYT19mnI861NBhQ+m06YBs2eLFakBsXqiKYVKDQFPGKpehl2pdHxyJuUSdsu/hIEKvLzoPSQEYNWFCtA8Z7sxYIxynsvluH6d+h93dypoZig0dgMxMTTpvHrV+DYqY/58YOJE3LhEeUl5bnBLgc/dFc+cVEqDBECJhnXB2xtYtAjtZrfAxInis2EO5MlZCYjzYGtF8IKHoUzoqFGj2OjRoxWvsWPHsrlz57IThrjA3iBYlZWEw4cPM+BLwZuaf3ihkDaFOTk9YADYPjN63CIjI5lU+gsDGOvQIS7/HbSgWTNlR2EY87C11ahozBfe3owB7M+vHzJAc1ipLty8mSq0Qcbmz9ctj2ndmrf3POsteJLN5ma7cEG8IK1b0zKegFTZE6sJQh4p1qCBedpiTvTvn9cTzBjlt6lf37DESGZEUlK+Ag6t4E7un39mjG3apPqfWRCpqWJ6ImPSAhnyXJiMW7dINqQEZcHJ9OkF2BZzID6eQlA0oEkT8Xfl54wucHBZy9dfW+TwY8dqCNcRwDMBLFlikVMzuZxSosyeTc/G8+ckLtEipjEOffvSj/jqqzyrhDRtZs3SYfIzunUrYz/+yFhwMIVN8Rvz6lWjDrd4Me0+BLvZ/4r/wQDGCj09upxy7ibBlcVeeaoIKf3xR2qrHkK1gkdgoKI/5Pn5uDJO8R3bzavK3rePjte0qSIfqre38Ye7/NlnCsWaMnJy6DfMm6dbJHbrFrXB3V31Pufh0AkAixbuV/nHn2g8xnlB3nRLR9orHpDSoYMBP05AQoIo5l+5ksyX0xufitJAdTx7RraMXE7y6rJlmax3H+bmRrsYmjtdE27cEIV7/F7n/a6ywHXRIspBt2wZE8OGlSSi5wcPZgwgFaQ6jhwh2SCXvRqAc++/zxjAAtzc8qxbsUIUh8vlishRZmPDmHrke48etG7tWu3nCj59WqHi1PTKBdj5WrVYpo45Y3y8aEc9fWrYb92zh/bjTTh0SFghzEN46KwiR6hyTlUujz13jr7fvEnf9YmK/OYbUhpqCo2YM4cVaMe8Zw/lWBg/XnU5728AVtaDUgkEBBh26PR0MSgnasth+tCypfFtDQxUPLvz51KbBg827lBC98fmzlVauGoVM+mgypDJFD++WcMsBjC2a5fph9UFnmlMJdw8PFyUDyvnmihAvHhBU2uV53PGjIK9z99yFEoY+NsKK1lJmDx5MgP+zHcg54iKEjt8oCwbO3as2doyY8bXDEhVGXONAU+gK5Hw0GovFmQoA5OQoBgc+/TIMkqK3qKFPwMYK1bsFMvJJ6GwGOUQzRykUpYKUNZtc4EPEgB91lf2zmNo1MNOigL+z951h0dRfdG76QmhE0ro0ptUkSpFFFQEFFCKgooNVMAC/kARkCIqFlAQRBTpTYooCggJhN5774EAIZX07O6c3x933szsZntJKHu+b75kZ2dn3s7OvHnv3nPPEcJRmzebrt+0idfXrp1/bYmO5gH5N98omjCuqGe8/TZ/dswYAFeu8As/P+882DUBfGEYULny3SOJ6CgMBi7xImLZPHtyP4MHA7Vq5TXfudsgSjrF4sGu1jNo3Rp68sepb/7GtWuev25ErN6Sb4MokV640LPHBDgoIqrEiLh8Uwn6PJfKP4T5ZMqVg4i6RQuzLlFp6cgzOd/QoAE3SrhYDByoniQr5i27dnEJuLnuZkqKWvrWutyXIOrr8eCsS7h+HSDCdN1QEKn5Lo132t3XPwq3Itn059o1VfPu9985yfpO6FzeZv9+zxxz0CDe3/vvK2Wv7pggxFStygEYTe3szZuqVB0R5x/PnbP8eb2eJX+JTL2f9FlZOClrF+2Qo7hff2lERISp6sbJBQtglA906Pvvrbbzuef4GK5Wjwq5FPGTTfxEI++hjcbm5ACVKqnJjPLlASJcH/MTKlbkgJYnfA8F+aBTJ3Xd0aNq0O/KFV4nkift2oEDp2b3fPzx49DL3yOP1qfoPK1o2trCMdmsL7p3b5P1ej2X4ROZ6uyL68U8wTV1KvsC2dPKzEnPwPxaj+N4aBhOhobiaHg49kZEIOqRRxBrXl9uAfPn8/Hr13fwC2ogAu5CrqNfP/mNxx/nFXJd+o533wWIEOvvD6O4CITp0YkT/FqrB+GO/mFiIs+FCrrTS0jgG7x5c+Wx6YrHndzNIOoXOdBYvLjr30382C1bKslyC36PDkGYbplc5oIoUq+eazvVQp7P3qFwxc9B3NvewqVL3PzAQFknW6B+fR772Jrk79jByZr8MncVP0CvXvlzvPscXg1WVq1aFQkWJsTJycmoWrWqs7u76+ELVgKSJKFKlSogOmcx5mMNwkiU6EWULVvWbiDOESQlJSEoaCKIgEqVUtx6Nk6YID+HiolgZQ/87KzFsaALVKigaJHs2+f4xy9fTgZRmhzktG+Tm5amDUyUxBrxYskS59p96RIrCH/xBUdjtm5VnWbFCHn6dHVwY08PMT1dbZgXnOlchtZdzrzfEk/JoKD8o/wJtkHfvoiOZl2crl2d343QoFYCUyJAsGiRR5sLgGkiZcoAo0YpOlzuBsQkCTBm57L6+axZnhnkxsaydpKVa1UM8osUceznFoS2WbPA19G2be630QtYsMA0WPnkE0YeoXvSidodRETgKlVQBqSehiCHWJpPyHN3r5j6CGdWPz9JSXqNHMl9eaeWckddqJB71sfCQbtKlTxfThA2/Pys+y15BFlZTK3SGpBYQ06OShm6fJnX3bxpeoFagEjCmctGa7tvog4gKquc60TXiyrcR1YWsGULRnc7ZtJurdxh0s8reJCRnV2ADZVhNPK1qA1UWIIo3XDG/d0aJEm9ATdsgBw7cVnG05CTg0Q5A35YU+khEhLh4cz8k4djFjVsAU5qEJlIjQIATs6fr2gqbn/7bbz3Hm/3v//x+0a9XgmKWTJxUdpp4L7InX5HENUEY75/f7Cw9R9/5P1iwrBPLJUrK9t4KncpfjtzQpHQTxTn6MwZdUiVvXErv6he3eQzVl3B5Q71+FvTsXu348PIK7JbpoEI8Wbi9YK1FRFhehsKLeNSpUxPZ1aWY931xo38+dKlzQIsDkLI3bpSBaEdaotHTHo61Ay2HF3PTExEirzRwW++4YaKD92+zTszGlU7ZtFf3+tITETunSyrw35HsGULjxezkjQ0y/h419ojfpcPP0S1avyvq757f/6p9gsKrl7llQEB7hvuXLwIEOGfoG7KsMPb0D6aTp/WvHHunPVOXKBUKUhEOLPmJFJT8yFWvno1N/SRR7x8oAcDXg1W6nQ63LLghHTz5k0EBQU5u7u7Hr5gJXDixAkQhed5ztnDBx/w9sHBv4OIsFax+3Id7703A8IRe9EiNyaBYDbH2LFcssXf7Qs85awZkEzrSenUUzk/zoipP/bYf/Lg7jz0escCZsJ4j6gNBgkrtbAw54ITYvSpXYTz2nff8ev27TnyumKFY2YRsuvLl0OvYcQI9+boHsOWLfxd5Nqz3bt5IrNgAXhWIZyg8mugJpw63aR6zZ/PFWHvvCOv+PhjszS7ByFmbSNGYNgwHli4ExN96y2+VHbH5Kr1bnFx7rfz6ad5X1ac0adN47cdLdEUBqzj3k9h+khQkJnlbz5h4UKmgpjPrsG3pZh8C1mLemVv8z+eKAtyF3Km/iTVBhHnPjyNnBx1vqVlVOXkqEEDbxCOq1QRc4QBIPodRIC//ykQ3UKdOpJqfOWKXoLAK6/wPoYNy/OWCJZ27uz8bjdu5EBDnTq3UaLEcRQpchiVKm1BfHwqDh4E2rYFnnlG3njHDj6QI8YrIlph7kYv6K8jRuT5SG6uGtMyN0PQSmUQlUDx4sVBdBJEwNKl3nNCdRSiFFYxB4AaMDsc8qiFGVgB4fRpbktoqO1MzapV/HB01J7YFo4dU4+ZlaUEFc0NSRzFkZkzASIk63TQy5PYrCzumok4uHDtGhAZya+1TDotxo2z/qiMkil3aUR4peV6EHFpv1GvZzYnEVKJcNNGbbVIihUu7DrhR1QwCCM9u0zi4cPVG8ULNPK2bS2fU+GgXbIkP4skSe1z9/8Tz53T0KEmn9km92lnQkJMdya7vL/S6jSIOM7vCISZ0H4LDxfxW5sbAen1atW0K9ejkOExMd9wEOnpKivS2RJlATEHKFeO/y5ZAqbXE5mwvrbKZd/bq1ThH2jcODZL1A7OReWRLUZobCw/XF2JzBYAEhPV28HtJvfpwwFHV8eoDz8MECF32Sqlr7p+3bVdHT/O/Ur79pqVksQVbUTum2wePAgQ4X+Fplu8b7yFH37gx45T6iPyj5xKhZXf2tPD85Mngb59mQuyezeU84PSpT17IEs4doxPiid0PO5SeCVYuXbtWqxduxY6nQ7z589XXq9duxarVq3CO++8g5o1a7rV8LsRvmAlMGzYMBC1BBEPBB3FX3/xfV2s2G0QEZ5RZj+uISXlDgICdoAIaNTouseyKKLEhWgLgoiQcvKk4x8eMgQgwoEB3zvVh+XkAP36JSud7NtvH3D4kEJXh+gNlClTBkYRpZg50/F2CxvqJk34YVqrlvqgu36dS3jszPBXrWL22euv81xU/0hLHKN6ynf6+2/Hm+M1jB9vErjp3ZtfVqggTyRq1eIV5iVJ3sDJk3yswMA8WopuY9s2ttC0oGvnNsS1Ittm5+a6RxYSrIIpU6BGfBwonbIJWUNOmbVawIABeQMLtvDZZ/K9+Zakzg4K4qIW9rBmtBZJUolQOh0HkImAomE5/I+3bRwdgSx2trfUUyDiikVv4FE5LrR4sel6SeLkmqcz7mrpvRFERVC37mPQ6RLldb+jSBGoEhpy2a3T0FqHWiiFWraM33KWBHf7NlCqlKT009qlefNZOHJEkp/b8nnTRgztzSZESdrDD+d97+xZi8yP339Xx//mOTFRuEAUi7DQwjjzxx8IC50HIuDxxw8698W9AJHonDtXXSfYcOsqv3P3PAhF59CiBbZv5+f2Dz94+Zhff83HlOu+RRDX1QrzKFnzQMtqFIHBEiXUe3zSJF4nNArN8d9/sNoXGXJycLBYMQ6KEmEBVcGKum0VNiCIsLVvX5vtnDqVN3VnuJuWphKURezfJPl765ZpHbvRyHTMoUM9niXWxkLMg2vaoN+qVbxOJM9mzbK8v+SLF5Ejf7Fza9aob8jVIW3rJ1rsyy22zWjEWTkptM1C+fiLL3Jbvvwy72dF1XmTJnmvE0myzuy8cEEl27mShxCszocecv25JOYAov959llwwn3LFhOa/Yl58wAi5NgKsMt6rTZPuKD6mgWeL1/mofUTjxuQ8+a73BB32X2OoE0bzs5aYYnHxfHQPj+YgTaRmqpcLBnn4/Dll5ysd/V3lyT1s0lJmi5AVMM5ctPYguyyvrnyqxgyBPAAv8h9SFJefRgAQkfrTOk2SnLI04fVyvx06QLTKLgtcWRPYOlSHkeZ3XP3E7wSrNTpdNDpdPDz81P+F0tQUBBq1qyJdUKj6D7Cgx6sTEtLQ9GiRUH0tvJwdBSpqWrWm6gi/Pz8cNWNjH3nzqvliXk6LlzwXNmuENzW0R0Q+WHxmDGOf1hOOS9/d6tT8YGxY8Vk0Yhq1RbAYHD86VWzJrc3IOBXEBF29+3LK5xxDKlenT/jQj1CYiIz+swnumvafIW36CfTzr2g0bGjEsjNyFBFyYl40IiuXfmFPQMhT0DoDjz9NAAPV557s/5BBOrcDSjKELIvTz0FVWfpt9/c26m2XtTKIMJo5My0o1ltQQbr3h0qzdICw83rEMHiOXPyvLVgATNs//6bGd3iFNyhcMeYcN5GTg5w7Bg2f3sYRKw/6A0Iovj773tn/+YQ5VhEJ1CyZEnExcWhU6dz8rrfQJSFlP6cyHLZ8Ui4WhQvDuj1iIkxNQq6cYPnps7e+iJoT3QMRM/jySdn47HHjsvrDmLGjDlKP6kQNUQfsHWr7Z0L+vLzzzvUFqNRJZtb8tUQGnhEf+Hxwi0AIjzX8lcQARERjif4PI7ffwd+/RWN6+fkiUcKvcKfGv6Uf88WW5AkVdx05EglhqiV3dLreb5bo4YHVVxE3/799ybSeK7O8c7IdLTtQ4Yo64QsYocO6nbx8SqpWRSLaJGWxqfjww8ts65uHjqEi6LiQrNkESHmrbfstlMQ/M39/JyFiD+IMfTly2DJniFD1LGElfYMHsz6ku5ougtoNeUsxaFEBdVLL/HrUaP49RtvWN/n7rJlASJEPfqoulKOiEaWzgWRYyX0u+WD3SFCsoXKIpnUZlFy/fZt9To5qMl7REdzMtuaX6H4vlbkd+2iXz/+vKtyCIDq8zFwIEsC2SLvH5GFuqPatrW8Qf/+vLOvvrK+E2G0OW2asmrFCtPx9O4A+YK1FFjyJCRJ1XG+cMErh0hJ4XGqO78RAFUvwMMSeVFRKut6716oOirOGiaYQ0TSW7f2RDPdx/nzPEAoVy5v5yNrgUY3GgYifnZ5EoJsJZbAQCA5SeJ7wJIchw9Ow5n4mp+jruGSJJEkSVSpUiWKj49XXkuSRDk5OXTmzBnq2rWr52zKfbgrsGjRIkpNTaUiRR4jIqKGDR3/bJEiRM2a8f+1ag0mSZJo7ty5LrXjv/9O0YYNHYmI6LXXLtBDD/m7tB9zXL3KS1gYEagwEdWl1adPO/ZhgOjYMSIiuhJYjYiIqld37GOzZ6cTEVFAwHDasKEl+fvrHG5zUJDYz4tEFE7r/P2Jpkwh6t3bsR0YDESXL/P/1ao5fFwiokuXiKpWJZoxg1+/9x7Ro48SBQQQnQ2oSwvoZWXbf/8lOnPGqd17FgBROp9nateO/vmHKDNTffuHH4ioaVN+sX+/99vzxx/8t2dPyswkKlyY6OGH1Sa6BZ3j149TyMriG4SIpOo1PbLLdu34b0wMkaF2fX5x/Lh7O42L47/FivHNbAF+fkT16hFFRjq2y7Jl+e/Nm0T05JP8YsMGt5rpEkR/VKdOnrf69+d77Omn+XoqUoTXX6fyfE70+nxsqAUEBRHVr0/p1fjBUbiwdw7Tpg1Ry5bcN+UHdu40yP/toR9++IHKlStH778vDt6FiJbQ+TKt+eXRo64dJCiIqG9fon79iAICaOlSonHjiJYu5bfLliXq0MG5W3/LFqL584mIJCIaRJMmNaUNG96k1avrUWCgnoga0/vvL6VHH00kIqLNm+UP1pfvU/l5ZxXnz/NfGw9CQP3/o4+ITp0iKlqUaPDgvNseOaL8RxGFuePoVp078YSE8mQwGPJ+KD8weTLRa6/RzRv8ZURfQUQ0cyZRSgrR253kc3HhQv63T4v164l27SIKDSUaPlw5p40aqZsEBPBPe+4cUfwfMUTz5rl3zOxsoh07+P8uXSglhahtWx4PWumebeLajh1UMzubjERU94MPlPXiu2jHpRERfNsQEU2blndf4eFEO3cSTZ1KFBiY9/0yjRpR2aR0ak0zaSK1ps11G1B0kyZ0efFiajNrls126vVE27bx/x06OPEFLUB8vlAh/ntqeyJRjx58gX31Fa9s2dLiZ3fsIPrvP358uwtxjuvUUceeWjz/PP9dt44oN9fCkOrOHaLkZJPPYMAA3ue+fWTIzuZtUlMpi0IoLp5/FHtDU0gSFfn+eyIiOtCqFRUz6/yNRnX8aeHRSaVKET3+OP+/fbu6/qGHiG7c4Gtk927Tz2RkEP36K/8/dKjt9llCTg7RX3/x/+K8uQLxfW7eJPrkE9vnKuP114mIqP727ZS1axdRSgoBmrFwy5ZE3bsTValifSeiD9P06yNH8j7E8+dqiUb8z7VrTn8fp5Caql7Y5cp57TDDh3MfkZpK/MMfOOD8Tnbt4r9W7lNXsGwZUadORPHx/HrJEiJq0IBfuDuOfuwxoo0beT6Zj0hPJ9q0iWj5crM3Klbkh+mNG3nfPHuWiIhulqxHRJ6/FP78k/+K+YJeT/TX3zq+8Z9/nigkxLMH9ME2PBEdTb6bDDU8jAeZWSlJEurXrw8iQuXKcSBy3sdFZFnbtr0AIkLp0qWR4WRq3WAwonjxrTLJ5IxHGWnCnU04jhJNQKFChZDlSNZEktj+85dfgOxsJCY6Jmty7JhgVWZj1Cjn7SKFThYv76CpidqyAzAYOG29aJFDJUNff81EzK++YndLIs5YC5fk1FRmZkydzFqilSunokGDyyDKa5hQIEhIACQJS5YA1aqxBkn79sDy5YD093qmqgqFeG9BaLn5+wMJCYr0ScmSrpMin3mGfxeTrHpOjmfdNgTtuFgx9OwpoVo19vxwB0ajqmu1d7QseuWK8J4WwtndCnXPlcqkXbt4lxUqgOlGQl/T2/aIWmjV9B0QXty9GzhzyojcILkk/i4x2RFVqI8/nn/HHD+e7xFvuLk//PANEAFFi36sGMfl5AAhIULY/2Us+fSYR1kVouTfHUk6ofVP9DPKlCmDXA217PXXxXNpGZ57bgaINKWs//ufTSaXAkErs2J3mpzMpmKrVpm62Ju78go0aiTOZ1/0q8klaqnvfwouvwf++acASsH1eiAgAAbyUxxTLbK1ZY1FlxzUPAlRPSDrhdavzy/N9UFFsUUMtWYKpLvMkZs3WaPAA6z/aLme93CRIibrhQ6mOTH/0CH12nLFzELrvedM81es4M+VLu1+NfbOnSobNTBQ1oscMUL9YuHhFkXaJIlN5IhYecZdiFLI11+3/L7RyOx+IvbgunqVy6+/+w5MXyViY0ENcjMyEC+Xx+759FNmyJUtixNFWW6qSBH753336NEKqzLx7Nk87wsDsuBg61UsQiWof3/T9WKMrXU/B6A42ler5trvu349f75cOfeuj5gY3k8eKYNVq7iv1kgE6LOyECvTc6OIgH798P77rJtplSh/4AAzyO7cMZXYOXOG96nn6qqmTRWpUUx9SKbBu1uKbA9CTqlYMWXV9u18br/9lr+6JwqNhB7orlVxrMkQEuK8/tHu3Xztr1mDI0dYhtDdblWY9Ih7vHJlQDp7jjuI48fd2zm42969O3+HuWKaYdF0Xeh6mOs1yJpe33XbAiLghRc82ybxPBQsZiI2DfbBc/Cqwc6UKVOwdOlS5XWvXr2g0+kQGRmJw66qBd/FeJCDlXv27AERISQkDIUKSS4NfgQLvmRJCRUrNgQR4Rsn62M++2yD3FnkYPPmm841wA6GDuX2CcFsP7/bIArGinHjVHdsD+PVVy/Kx/obiS5Ymn71lTZYeRpEOty86dnzosXrr/Oxxo7l8gNrZqKyljd0ujdB1EkeTxvvKra8JBUQez81levu5NqhhQtFEN/1XQo5AKXU648/eFDVsaPbzVWwfDkf5NFHFXnPjRvd32337vIA991L/I8zYriWIITvzGcX4FK/atW4ZMpRczCAY4NFi3JFTG4u1FJKC+XYXoOIapcqpawyGllm6pNPbJRs1qjh+kzdkxg/HvjqK0yfmAoih6uD3UJmJk9OhQKENaMNV2E0AgEB7Pr92ms/mrz3wgs5cr/8DaLXbleDlW46QhsMasmdOwEI2T8ERP3x8ccfm7x39Kh4T486dboo8ZDcXKjRZmu1kQK3bwM7dyL7Uhy6dzctWwfU4ECNGhzc/f13Lh+1JOFrMABBQblKezvUuKpEvAsVugYiYNAgD7hWO4uzZwEiZIYUxztDJPTsacXEQQx+6tTJ9yaaICuLS9Fv3zYxpImNNd1MBMNXhvT3XKTLQ9grC15GabRltGYulmSKRWVkjRqW/QEzMzmWasEvFGfP8qPE3LDaHoT8n7Xgu7MQGttNmsga2ykpqvjnq69a/ExSkjo+dFdW7eZN1bxszx7r24kkyJtvmr0hNAcs6HxGyeKuu8qVU9b9uUrvUFDg1pEjuCqLekZZ0V4STuCW5HMFhJGReQnp5cuq92Lv3pxgWbCAFT0CAzko5gpE4FejZOASEhLU3/jUKR6SLFwINTHx008m20eLMm4iRNeqrUghP/ywhUCuEEMmYoPNGzfE5Mhi1ld4O75X61/+x5JAqCchRGflxHRurirtTMTzo08/5fmIlZyZQxAqFr/OldSa623bXN6fIMbI0u8u4fZt9XvqdGo1vBWZdpcgpDVktap8QabGdD1Pf3z7tupIpY2uy4ZnHz9/FkSeVWgSBuv+/tzlvvSSet7/mnuTy+W3b/fcAS2hQQO+xk+d8u5xChBeDVZWrVoVO3bsAABs3LgRxYoVw4YNGzBo0CA84eyT/R7AgxysfP/990FEeOaZ4SDi/sJZd8PcXFWTqnXrM3CWXWkwGFC8+O/yAOaI/Q84CaGJ9fTTzKDiDullPEPkum2lHRQtegFEQLt2ru3/33/VsQO390nMnzKFs6rORGMchJj0z59vfZvYWNEWA4iKgohAdBVEwIoV7k3UXYZHRSE9AElS2HGffMLnywEJLKvo0IH3oTCt9u8XmQHPaViuXw907IicYSOsTnJdwdixvK9BA3LUUYALgXsFM2fyyM2CyP6CBbz7MmWcD1SbnEZhLdqjh+vtdBYiSNSmjbIqOppXFS5sYzIqRtq2blpPY/Jk7iwmTGBaiyRxtIsIMQsvY/hwHgh7E9nZnA/o0UNlRsjDFY/hv/9i5Us2E2fOmDJXhTsu0SVMnDjJvYRXfLzywBVkkrAw97q1kiUNcvua4JzWOl1Gw4YiOPg6ihVjV97t26FGMh2hPAFYvVq9rbWbCxbOjz9a/agC8Z2JMvDWW58j+dAlZQbRsN4JEAG1auVj4kBAiFlZiYLExbFm4IDnZBHZkBCPm564CluPCKG1ObOCzGTxoAa9pWCho0i/dQtZ8sWkNWTRTigt9espKWofYEk2VhjBuBp4Msfhw2p7rl3zzD5v3GACGZHMVAT4mdyhA7szW4DIb5Up4/7xP/9cyVXahIjLly5tNkcQHeIjj+T5zLm1awEi5JJq/iL0rHv2tH6s1NhYnJKjNJcDAixqVQJqUv/FF63vS+uXYT780OqyFy6sMs1u3mTCobO4dUsN/O7a5fznzSHiZ+J7NmkCVVDTTLzZqNcjWkT2ibCEKqIurQGRbA4mHIUOH1azYu3b82tB47TiVnP2LD8jbr0n66i6YpHuDGStQpGYFp5uYhkwQDUgcsZz1BxCB3vECKhZA0ct6i1AmK67kz8WzG1BdBUEEU8lR7BxI6b22gWivGxjT+D3r85gVNhkLPbvjR1+TXAovAT2lSyJqGbN0Kv4V3nikQqEZvxzz6nrjh0D2rTBgP48pvniC8+187efUhFG6Uq/ZzSqt0W3OpysVER6vQHOiHtuwnWXwqvBypCQEMUkZejQoXhTTqWdOXMGxTS07PsFD2qw0mg0IjIyEkSE/v1Pgsh1FtiOHWrWpEyZ/iAiTJ7sWPnz0qXLQHQFRMCSJXlLXtyFbH6GGjXUEmeiffAjws127Wx/eN484KefkHnmKp5+mlma9spNo6OvysfQY8cOF6wEoSY61WUG+ooRrXltlyX89RdbgR475tDxhGGztURSRgbQooVoyx4E6HTYuHIlwsPnggho0aIAGBp6PTMQ2rUD4uNx65Yp+yU7m5kCynzMYHAvWOYkxERpxgzX9yEYr0pGMTNTjWA7okfgBI4fVwftnoiDrlnDY+GvvwZHE3fudN9FUpLy7EOSVJF9R13AreL0aWYoOerQ4wnMncszbtmtQJJUB9BBg/Juvn8/B4LnvxbFI1hPptztYf16lbpXpAhPpkVWJT8cQsHPGjEhFIsl5pSrkCQJjz32C4iAokXz9p8ZGUBAgF6OZfV272C1a3PkIyZGYWLbIzbagpaN066dZdqE+gxcj4YNR6NrV3linZPDNscbNjgULRUT6N5mp0A4BztCSujZU5Slb1IS5GjUCCDCOx02y4GhJSal7PmCb7/lL6F1qNEgLk5c9hL0a/7iqKs3DdC0MBo5UNGlC9v0mt13c+dy2yzJMQgm4tg6y8yiY05i+XKmoy9aBIAfxaGhzG535V7c8+mnABGuBgRA0gR9BXOuXj3rn5XNkNG4cd73hIGap0r7Bg3i/Xm6HPHHH3m/zZo5tr2ID9oLMNpDbq4a7LUnPaFlt61axZf7uXPAnqUXbQ4cDsu1rNtkauOxY1x9bM2FOCctDQfkoFu8TofLmzdbbdOrr/Khzdnd5hBFCP/8Y7r+9m2OjbzxBhetuIuJE63GbV2C8N0TzMbgYEA/Yza/sGBFL3XpwmXg8mIkwrfUGI83u6Yy14Tj0BNPqP28iJBp6KdHj1pIQAjmh7eTuVOmAEQY3WAtihThoDyR+mxp0kRd505QWHydrl2h3oQWKnes4tgxnmvFxyMnRx2auzN8HCJ79okxoCgFr1MHPIaeMcO9UvA+fTCaJoLI8xJeOz76GLdJDZhbWr6kRzB7poWx4okT6nZaUyVJwoIF/Oyy0RU4DMloxNY+fZBOPIhMpWDsrFABR2bOxEv9WXrm5bZyn6YhEHgcN2/yMXQ6K2Ub9we8GqwsV66cMnCsWbMmli9fDgA4ffo0CnvaO/4uwIMarNy6dSuICEWKlERkpOTQgMUWRJYyIiIVRKEICAjAVjvOogkJCahatTeIgKCgHK+U7167pmbDr19Xn9VELfCNTsfpe2uQJ07Hp29WHhz25iQ1a64HEVCihHtaWyKryssplAgKgsHRCYbIEjpAKcjNtR//kiSt6/sUvEsE7NuHYcNWyZO2JGRmOknJdReCQlK0KGAwoHNnHo+tWMFvCwnJsDBAWrqMGWDdu3u+HTt3Aq+8YpLiNRh47E7EiWtXIRyJy5fXEHdErfaGDe612wyaavB7CtpMdFKS6/spcGKUPHEQv3lgoCIfZYKff7Y6V/E+9HqucRJlimIWVa1avjZj1y5V18miBpIbGDZsAYhYj7dnz0sWt2nRIlvuC9/GDVf1Y7WOp+fPK4QZd0grgiBDdBk/mZUJCpw+LbbJQfny9WB05sI/dIgDZUuXKo632gSBlsVkqexbC5WZqUdYWCs1ICnP+Nc0GSu/fwTbvV2OZQ655jXlg/FCDtkERqNaQpqful8ATCmtRFyXrGngt9/yM++DD/J+dMwY/sjgxjvdu9gERVPWgRaJrvBw1/rRrTJ9KLpBA5P1IvjTr5/1zwp2rqVYWWKimtgwfw47286EBDXe4+nLUehnEjlGshGxdFuMQkewZAnvp2xZx3JNQp++QwcONhIBDR82qoNDC1GaY3PmKF/uWM2aNpPtRr0e2ytXBoiQRoQTdvQ9RAJ9mR2lCFHiaS+o6Q5yc1nphohzs56ACKa1bKmyvk7N283/VK+e9wPNmgFE+KbDVKz2i1TO++WAANzUsC5Rt65p4n7bNv4NZbdwvZ6PFxhoZsYtBifeDOIAHM2uVg1ViyWZdHUioScWPz/3ZBC2bOH9PPQQOPAoJgyOBo+EXuuQIabzDTfGI4JJuXy5mkgQt9fZLu/xP99/7/oBOnfG2zQTRJz09gQkoxFRrVsrP8wRqouFtfqjNy1Dn6Bl+K/3y4gRtFMixAQXx/Xduy22DUTOG2c4iKzkZOxUyyvzLMeCSuNl+h01yqer0XFvQdDjy5b13jHuAng1WPnOO++gcuXK6NSpE0qWLIm0tDQAwNKlS9HYUvryHseDGqwcPHgwiAjt2nHHVaaMe+SY1FS1zLp27T8hysGvWBnNr1ixAqVLlwbRJBABzz3nHWaOplIRJ09yXIn7pkV4mAiSma6XAr1eiWyunc1mC02a2D7Wd9/thDAG+OGHvILgzqB3b2bZ+PkJ9kkkdhNx/Zk9yFpBjjilCHJUaKj1h6wkAQEBrNXmR11wkwhYsQJ37mRAp4uX5y2bnPyGbuKHH7jhnTtDktSsv9Bdys1VH/LXVu9VHwyeZsAI+ka3bsoqUS5WuLB7JZ3Z2RyLJeJABAA1EP311241GwCfC7l/FxXQVmSyHMauXZwFHj/e+1X6qanqBMFSGaAj2LiRCQVPPeXZtrmCrCy1lMhatyQE/Bs2zNemmUJQfuWONfPJ7tixw71gsbNIS+NrzBOMGIGpU/eAiAORpUolWQ0cyEQwEC3H9JFjmULs7AUk3Gd0OiAnR5F8mDvX9fbPmCFKvP/BKRs6SHXqGOXt+mGzM3QF0dc9+yzq1eN///pLndAK+QIr1YQKuHxXtGEy3nrrLfz0E7NKTm+8Anz3Ha7svCa/n4uJEz3Q1zkDWZjwyxcPgIi1cM0h7lOlX84PSBIPQoiY3jdpEifLzGAwWC5jnT2bx2gfPSk/oFzp9BIT1YyvXNorlCxat3Z+d5LRiDg5W7rPrASzVy/ery2JvKwstarHkqy3eFyay7E89xznXDTy/Dbx5Ze8n8aNvUOiFQnjadPsb/v119x2a88IRyE0TB0NWly9qo6pBOs1NBSQqsvURSt9yTaZ2niKCMlWku2x27cruqW5RNg3caLNtkiSOjY6etR2u8VQ0ZsafSKQVrq02/LFCq5fV2MpMm8Cy35OUZ8b5pJQgnq4ezckCdg9bgKuyT/Y3uLFIc2bx5UYloJx8jgwI0M1rypShIP6RiMHTj/+UI+M68n5wiKXJJU9OWkS36cGg5rfEzFXdyDIbX5+QFaGkbUziCz2qRbRti1vP2+ePeUQhyAY+zodd7PicSvuuVmd/+B/3KFENm+OF2ipw32NPUhGI6LFxUmEL2kERn+YDqNRNbARedNZHYYiQ94uhQg7zL/HpUvcGXlKY0ODnLQ07JEZQDmkw/v0DUoGJOPg7N+xtVYtZGqCljNoMK5SBb4wvMV6FBeMvaDCPQ6vBitzc3Px9ddfY+jQoTh4UGWHfffdd5iTn8YD+YQHMVhpNBoREREBIkLdukkey7KIAYyfn4SaNfuBiPDQQw/h8uXLyjY5OTl49913wZqHhKAg1nd0dNDoCsT4fvVqflaLSRBROey1JgwnUvaFCuGbqTyxMi950yIhIR2BgafkYO0+j7VdTpaCqD/GEjlWpiCyqA6UgW/YwJvaKrW6cEE9Z/WLyiNcOQvbrNlBEAEREflshNBfNgkYNw5XrvC/AQGm2lbiYbllvcZ1wNNixp99xvt9+21l1dGjXKFnQV7RaQwcyLtXSDBCZMoTOxej4YoV8UIvo/ZndRmqwQcnSm/dArJibzMl0B3xsGeeYZesS5eUVcI8q1o1102VhCNrsWKy67rRyG198sn8jb6BB49EHICV5w55IKQFS5WS2AncliuCJzF1KlMRcnNNBfqJsOuFb0HEDOB7FZIkoXDhXfLtcAzJydYnZNu3i69+G22bPqE8J5yia+3ZA+1JO3KETRQ0j0qn8cILrLUZFjYLko0JpRpsXYmBAwfiyhWWHoEkMXvmrbcsT0hlJknmeyOV7lT8vXGDFRTM8jYWIcqRic6iYsWaSE1NVbytVq7kbZh4yk7h7doNc/mcuIRr14ANGzD8jXQQASNH5t1EuFQvmnCBKYCejJpbgxBvK1TIPe1qoY3TtKnznxX0zIYNlWtEGFi7YipyavFigAjpRMjSuIklJalsMntMRpmMZ3G7qCj1lGnZvmJcZa0cWQu9nl2ZibynySvI6s4w5t2pBhCFKQEBzinKiADy669rksGdBvI/VgQE448fR7L8rIjV+WHVE32w9dVBiBk0CFv79sXOChWUIEY2EbY7kJBXpRjsBwdFV+tJqW8tkpNVFtznn3t236JfFIHlTz8FG3MQmVJKJUlNImjGSOfWrlX0YLf26WPzWMJ4RdxPWosKERjOb0+utDTT61zwMIhc01z86y/VQ0eS+NpQ+gXBGHdEwkzQT+WT4ogWqz2IpI+IXxmNXOkkvu8LTc8730mYo2ZNPEFsaOsJBvA2ocVAhME0A/7+KjtcnJO6dflcR0cDjxT+G/v8CymfibZDD8/KYvKHO5rI+qwshVGZSYTBtbgiUJu8SDh9Gls6dISROPM1l1rluZc8itmynEPXrt7Z/10CrwYrHzQ8iMHKU6fOg6go/PxWuDRgsYUXX+R7sHBhI8qUeRNEhPLly6N3797o0qULSpUqJQcqw1G79lEQ8TPWFUFrR7FsGWs2i4SNylgfh0FE3HFY+hAR8Oijio7IqFGW93/5soQSJc7Lg6cEXLpkJdLgAsREgOgXNCfiUbMtaK0i0+1rgG7cyBo7L79sfZvZs/XyLmPQo+Zkk5nJwoWiVOOiS87nLkNQWzZswB9ywtFcm+rpp3n97NlQR3vFinm2zECwzMaP99w+NVi/nq9XxQtqzRrLX9ZZGI2qZffDD2PMGL4O3HECP3JETCCM8PPLUgISK7+Vo8kOmndYbKuou5RlGzIz2YSZyL02p6aqt0utWnLz6tf3/Mz0u+9Y60l7Tx47xmwIOboj5iC2zEm0pbaZFMJ1jg7c525BaGnodNy/JCSodCYi/PoSy2Q4I/d0t+GHHzbLX8eAQ4dsB6lZn8ogPzsfQYaYJJ51gk0vdBdcoaNZQfXq5+QYlIXnmQaiAokoAwEBpUCUzsnKW7fUWtf//sv7Qbm/2DdyOThgriYCFy7kREeJEvKE2gq2btXGudtjy5YtANRxgzaf0bgxO8yHh79nM/jqLfTpk7dNAgMG8HtfPCV/ITuBAI9APMM++si9/cTHMztHExx0CCkpatRC6K1A1dazNIyyhyjZKGy3WTncN9/wPhs0sP/IEF5jv/2W9z1JgsIC1jKJBGtLw8ewCqERWaqU60kxe2jTho+RX1WBIglqq8TeEsT9W6iQxlDkg7WcgYiKsvwhvR4n/PxwSb3xLS6HihbFhb//dqgdgi1Zs6b9bbOz1TieJWkVdyG8QWrW9Pz1IczWhe5mt25gKQ4iRYYBAAfPxo9HwqCRMKap5IsdO4DvqnAQLoMIZ0Q2yAIEC1ks2moVMTb591/Pfj8TbNnCpT02arvFdUvEfYQzEMSMwECWSMyDv//mTsKR57i2fMpoVJ4Htp59trB5s5qwGDFCXX/kiNoXRhTLgUQkC1i6iIgINKV9IHLM/sAWJKMRZ+Txws+VXgeRKaEnJUU1CvrvP37chIcDO2NysL5mQ+WHjLKR3RSJhshI19po1OuVEvRsIszpNQNEPGw+bcFSYrQfS8Dkkj9OEFnv09yFcCCVPWHuV3g8WLl27VpFM2jt2rU2F29h7NixEGw7sZSxY3cXHR2NJk2aIDg4GFWrVrWq02QLD1KwUpJ4vqx9IAUEsAyZp5CQoA68iIDixWeCyM/kdy1atAUqVLijPDgsDTK9CZUYdBOhFISUJ5/Mu5Ggn7z+Ojp14n8tnacrV4Dw8Ax5fwn47rvDHm2rCMQRXYSOCPFEttNMImXuxqh35UqOK4nv27JlnNyGqejRWBZnkUvItLHRRYscG2i6DW0JZUoKRo9WfioTDBvG6z/8EFzv/sgjIppm1WnTaQj7259/9sz+7OHKFZ4Yu1sGPkF2dgwOBvbu9UjTRNyWaCmIXpL/P4+J4zNV5ztXRN7E701kUpaRlKSWmLgKSVLjoETApk1Qa+I95aSgvUm0db4iky/3PydP8kDVVgxBK2txOlKuHfagq69F/P47H0frHKChOIx44RKIvG8S6i1IkoRSpZbJE07HxOvLlxfyHMPwpxDQtDERzAPhUONstMAGQkJYruT991fZ3E6SgCpVRPt7gGg+OnSQ33xP1sWyZD4nR30WfXwEJAenhWypSHZZ8MBScPIkUL68KFX/GSM0szKRlBs+HPx8++knvF9nnbztTJzxRpTBDkRS01LVhxgeDH7qEv9TsaJ3dS/u3FErJqxklufMYc0zW2XTbkE8M+rWNaE7icCfKyTvY/JsdpumUsBgUBNRjjxWZYlRq465QvtPjA9yctTuOD7e9r7j4tRAjbVktSfw0UdqmzxpGGYJ166pwTtnDUokSQ2qNG9ufVxsArk0Z7N/S3xBj+IfvwjsjeBlT+nSiGrVCsd//dXEXMkWrl5VNcF/+MGxdouKD1cC6rawa5f6u9mR6HcJoqpJyARUqQIeQ1mh4PfpwwxSQfRevBjQkR6bA7jE+WJgIFKsjMH++AN4/nlOQLVsaUoq69pVvh+f/ZNf7N/v2S8KqANIG8mYo0dZM/Whh5w73+npqpEoEX8/t3TKZUa40O/cvZuHja4MpdesUX/fRo3y3v85OWr5+zGqxwlFVxrPel6YS6/ik/dSuZLIDRyWSynSidCpKcuBmcvMCqKPsAuIi+Ph8MsvGfE5qYGCbVYqxcTQUxmfOIlomXigJ8LWDz5V5MKsqUzUrmXEcmL6+EEiSN6i0k+bxtUJzkbc7zF4PFip0+lwS75DdDqd1cXPz8+9ltvA2LFjUa9ePdy4cUNZ4m2MJC5evIiwsDAMGzYMJ0+exJw5cxAYGIiVzkwY8GAFKzVa1yACwsNvQ5hwehK5uWqgiCeAN9Chw0F06nQYvXvfQHg4T5TKl3fPzc2d9qmTzf740dKIR7DOpk1TzG7MNYElCWjTJkXezxF89pnnOjZJ4jmBCCjzMapgERGn26xBMHYs2Mp++CEbIS1YYFruq9cDs2ZxGdWtW0B4eLYcSM7B2LGXNdfMN2hU7Q6/0GT3wsMT5NiODUqYJyHYhXLtumB2mAeuxCRFSdzp9So7xRZ9zRkIapEcMEpN5Ul5gRu22EJKinpRuSOSpwEbEAgdutYYNeoLCP2/xo2Xq2xFV9K5QkSpdGmPtFULU6aXfK1s26YezxOMrvR0dbQp5AKEZk1AgENyDVqIU/lv1x9M9+ktCNrb6NHqupMnedZ76BCefYqZ1zNmeLcZ3sIvv6wEEZf8rl6d4tBnunQR18xavF6zJr8YM8bxgwpHutGj8cUXXEGZkODiFwCQlJSjXMPbt1ugDJhBGPoQzQdRJ4SEyOWUsbGqK4molwO47xSsywsXkJTEE2lx/wQE2DYTW74cKFRI9A+X0LLl09DrVVM2wZR6/nnw7KxQIaygnvL2+/FbfmU0//0X+OQTSFHRSmzQ0vcSRlfPdzeoWmfeThoYjTaTbGKuryVcaZGezo+/6tU1pbOSZF/0D2C2k/iesgs4wOX/IpjirNlF/LFjMMoX7Y0DB5T1wsejeHHH9jl1qppbSkjgPJ52OJ+WZsqk2rhRzdPZ6t737FEDscWKeUVKTcH8+eozyFbhR2ws/35PPmk7Nn7wIMsXfPABM4NFfluS1KFt69auPd5eeME0WGntelMgU9oWlR8Ba3kQRyFJauCsZUvH8wMi/+iuKZE5evbk/VrStfUURI590CD7gWwhT7F4Mb/esYNfNyh3WtGv3F22LAxOGhSIoNPoSgswjwYgarQb5SzWIB6qv/6KlSuZD+GpYbp43lWoYBroPnyY83NOl+8L9y83f/ikJLWP6dfPOg9FzHGm6YbxP65YjqelqZ2MB6pxRGl1dO06yvDWXGVLqKnpdKxaJCCmqd+HcJ27kQg7LQSphamXI1YN5tgmG1QYibBj6FClLL1mTetSlL17AxXoCrKIszl7P/zQ+QP7oOC+LAMfO3YsGjrhGjBy5EjUrl3bZN1bb72FFi1aOHXcByVYGRenVvDUqfMbiIri++8dTEu6iMWLVVkP86VDB+9nkAVycniA+tNP6uBMkASIdqNevXp5y8xk6njyn9tQsqTlwfiiRSLgmY0nnxzm8VK1xo25jcIhjugtvNShg20npEmTeOOXXjJZnZKS97e4cIHPh/iITiehTJnbFn+v4OC58Pe/iMZ1s/lk1KmjnMwmTVgrrWJFNwUP7WH8eM5k/vADj1hHjIAkqXOofWZSoZs2qedPwU8/sdiNM8YStlC2LB9EnmwJd+rHHvPM7pOS+D65coXvJ49cYqK2olw5ADxucVdHWkiwEB3EE08wU7B8+YsgAvz9pyBLzHC++ML5nQuttsaNMWcOH8tTt5rQ4CLarNwDZ49nqoEZT4k0CRffOnX4/hXUIW3Nj4MQk7VZ78oClpUqeU/0XkSRiGAts6Vow27xThO8ifj4eISEzJBj0zcdPo1TpojTkorS4SU56GJPrFGL338H+vZF1op1ClPWkkGmo5g795B8/d526Dmk6m4mgygIRFdVs5g33uA3tWwHjYazNhMjSRxgJGKyrSb+CIBfC9NUcZ+VKdMAcWbsQOEu3KyZvKJrV1yhivJncvHqqy4IIrqCd98FiHBzyHglCGdpApmWptE6E7Q4bzp4OADhc2BNPlOS1LK806fBEb2OHTkSZy94YTRyguXll00iRFeuAK+9JgeZncQ2uabzZGioyfonnnCuaxTXTpMmapmotXLMmBj1HNgKXBmNPKkl4uSQMwoPrkBoJ4vAqDanFxuren4I4rOW5K6FJPEQR+QbxNKkCbu2L1igJheczJEpEMYfot/v1Qs8iDh40LKApJw1nlR7vtvxHVEVFRjI38dReDr/CPC1L3Q7XT2XjmDePMjj67z9q4Lbt4ETJ1C7hsHkWSxkyf39gSNzfkW2fEHEVKsGo9Wd5YV43rWOOAMioHBwtls6ghYhsrAbN6rMdReCVOa4dk3Nzf/9NwdAiThIKHwWFM3+2FimCtuTIxg0iD/opvyT2E3t2ta1V3fvVueA3cPkWnZXnN1yc3kivGyZ2zdB3L590MvX0r9fcwVE0aKWSRqiP9fGIlW+hBGbqtUBiGUKTih6VwxRCeqsGdDppUsV05yoTp1MDH+sSOsCYHY+EfA18aDldEiIU/eJD6a4b4OVYWFhKFeuHKpUqYIXX3wRF4TNpAW0bdsWQ4cONVm3atUqBAQEKCXtlpCdnY3U1FRliY2Nve+DlTdvqiVNjzwCVKxYBUSErd6oWzDDqVNMOPn4Y3WZPdvGQ9cLyMhQB22CrHvrFhAUJIKNzbFq+XLTDjwhgRWB09IgSXmdJtPTgcKFs+SB03jEWrOOdQNCC0eY/BH9i4iICBht0fZSU4GdO3Ftw3GMHMkPiHHjeI4hHsodO/L/xYuLklK9cn54MaBFi2kQzLjg4HicOBHHv5nRmCeyNXSoYJf+gjveEh81GtUGaihcOTmc5HzuubwP+/h4FnnesME7TYLBoI5W5cm3cJt3x7AP4Ko/QWgTE3YivUqqvXGDhcBdue7EjKV9ewC8m4AAl+JmCjp1SpDb+RmOyI38+GNR8nkAPz77LB/TlbJXmRJ+tO0QpXztzz9db6tAXJz68xHVB9G/IAIaNtyk3iSeogsmJJhev2K0nJaGdes4o6slstnC6dNMsMpOylCDqs7M3ByFiLwTWWUNZmWpJUw3bni+Cd6EJEno1GkUiHiCt2aN4xF7JvuK58dT2ENk3wbbAsRkqXx599jYbdrMAREQEWFJjCsvjEY1z0LUGURfqKVRYmZftKjaqQo9EgvJYMGuI8qrW6rR3wfRFNSsWReXLIjWCx1NhTw9bRokIhQP4PKyqlVfyvMZr0C+77eM/AdEbN5lF2fPcuN1Ou8J8ttBZqbal8myvhYhAprr1oGfX+IicFAr0JMQ7qxRjz+urBMxcT8/x0/liRP8mfBwDvRpHm15cOQI65916mRbTeeff3g/RYqYGvN4C/Hx/AwW3TkRawYaDOqE/c031aCLJUnZzExTTb8uXfiZLkoftYszJHBznDmjBgw//ZTPlVIbbkkEdPp0oFw5vNGADcxcNfNMTIRS5eTsPrSltJ56VP7vf7y/jh09sz9ryMpSf0OlcHDPHs5a9ujB8xY5W1wsMA1Eao7VaFQD15cvA7tGjFCCTFvr1FECMdeucQLLmm/XkiVykFvWaiZyzJzKKYib9+RJ5blhxxTeIYjAZ9u2/DonRz2UGOIEBspz0m+/5RX2Ek/HjzPD/MgRLFnCj0dnJYCFzxmRbRMx8TgmAoqF58KwbYd1B0Y7yM7m4Ke7yRehNXyoaFEleaE1ZNJCMOWLFTOdowmt4W+/zsFeuf+46eeHaxo3dhGkdUaX/urWrYiTB6V7SpeGUa/H+vXqkMbWqfvlF96uBCUghbjD2GEWZ/LBcXg9WBkdHY2uXbuiWrVqqF69Op599llsc3Qm5SLWr1+PlStX4ujRo9i0aRPatWuHMmXKIMFKbVSNGjUwadIkk3U7duwAEeXJ2mthSRvzfg5W7tjBgzMipr9v356ifOeU/BiF3SUQDnfaSi0hiky0EA/7+cHoBLXl+++Fgcg5fP75FM83GEybF2xYNWBVDDEOZNW+/FIdnGmXH35Qg6Cmyz8oXfpj+PvH4amnNkOSJHz/fQ6KFcvF+vW2a23UmMZe/OstBe7z59XG3k2ZrqwsnlUZjcjOVn8vd/IAV69q2bTaZZdariKCaa5kdr/4Qp39gEm4RI6ZIFoCG1Emgwh48skJyvpz5wAiLv2sUOoRGIiAhx92/gDjxwNEaFXmnDKO9AQ7QjAWiPaAiFC9+i/y6yREvSKX6WoVw13B3Lmcyk1M5O+u/UFlkTWhtf3aay7sX7hIeUOoTkgmDBli9YQfO6YOAgvAA8VlpKeno0+f10F0WJ7YO2cOlpOjlmYRzcEnYWG8wkmKspiUuaP3eerUKRD9ByJg4EDHa1WF1h/RbBDVQefO8g9oNKr2tlqK161buBZ9Dl26yDrAGixZwsGycePUdVeuAH5+IqDbC82aNbM6ntPG8jMzwVlOInTRrZXXD0dSkm3jI49ADt6dWHIE77/vRFBECFvbrYl1ATk57P7Vt69VJ0KhnWePOSZMNBSpLJlJCiuaYd5CamyswvI6p4l6iHLTHj0c31dWlonfF0Tg0lKJ8KhRTBy2V14uutXhwx1vhzuQJB7WZGer50AEHPftM/1usly4CS5cUAPRfn4s8yOugytXVM1GIu7W3TGCkSROrhBpClQEG8JGDfsTnbgvcFXRQfSVderYdwC3eHyZ4TV9umvH1yIzU63oWb3a/f3Zg9Blr1hRdnEWBi/i3n34YWRTkLJK21UKSeXoaH69fcgQRX4hplo16LOylAIKa8UBopxcu3i09F1bonznjvJbmRHtnEZ2thpH13iCKeSN4cPVirPTp8EVUkScpXBwniEYe84oHGVkqL/LEDtFAykppufdnWC7SDQULuz6PiSjEZflrEnMG28oBA1rbHaDQS11F9cgwJ6TRFxNkXI1FmdlJsLlgABc27kTublqcsZWAk6LuL17lbadDwrCkhmX8eqr6nzq/fdtf14bQJ4YwNmIM55mV8rR8uSazXHr/J17atzsLLwarFywYAECAgLwwgsvYNq0afj+++/xwgsvIDAwEIs0WjXeRnp6OsqUKYNvrAiQ1qhRA5PNZtfbt28HEeGGDYrHg8SsNBrVUuK6dbkzjo6OBhGhigsskHsZorKtTBm14xNeNMysaYqVXbvyG3ZU11lknBkfJUuOR5a3LCKhOlGqy0voX7euQ1qDZ87wXOStt7jy+b33eJDatKmYQAo9ynS89trnzpexyyMiQSwhysTHH1tRuXcXgtnTpIn7+5Ikplh4WDBVZBAjI91jSalGNbEgagE/vyFKsLJJE3kGJtiRkZGuUT/u3FGucyG7uWaNa+1du/a83L4MHD5sWjYdECAy8WOwkohT2M7WnH/yCaTQMAT569VBpQegJismoZNcKlK48E0QAZXKfAZDQIBr9Y1aiIDfvHlqDR+RiYiPKEW35DpsF6KmyRv0jj/+4DbboDjdvMmTP6+ZengBSUlJqFnzWRAdBxFQqFCWS5Ik6sA2HvXrN3L8g9nZwJUr0GcbUKIE78OdEvrOnT9UnmPO+FcJmQyiJBCFokQJjTvA0KEcgDCjNPz3H3/GTIEHAJccah8hH30kGPubUa9ePauBSkDtkpOT5X1IElChAibT/+R9LMGfnqBT20JiosmE2R4mTuRg0t694Ad1sWKuyVzYg5DtKFHCaiTys894k2eesb0rEfRQZG5jYtTJuaUIkCRxVGLMmDy6PTdvMuvHlXncDrkvvBAUBMloRFwc//6iRNtZlZZKlfIGU1wtzdUSZT3lw+cs5s9Xk83ffMPFBX5+nBAwlxj9+2+VKRYRkT9yHCLBqZgaiXpWrYW0GYSjtSvtU8eYVtVI7ELkaJ0JhFvD3Lm8r8qVveurJRAbqwbkO3fWNEITpb9StD6ImEmp7SYEg01rfrJ98GCFYbmzQgW89xYzMq1V16jagxKm0gcgAooXNbotH6RATk6hSBEAql6/JQaxMxAGLRUqALdOnkVM1ao4FRqK40ERiKJ2WOr/PF4pO0ENOhsMKuPAXFfKAkSZvZ+fc8PwkSPVdjkSetCaA7ns+XLsGHZ9vFq5bl3FYTmyfYcI6bduoQ5XcdusdurbN2/3cOuW2sf99x9wbedOJdB4JSAA237bLI/PHEuE7588GfHy/XA5IAAxy46YmGf6+cGuqdClS2J7CcUoCanEDM3dnnRXu3IFIMJUP9bw7d/fc7u+2+DVYGXt2rXxrYVZ0zfffJNHI9Lb6NSpE962Yh7gahm4Oe53zcozZ5ixI6jP33//PYgI3YU91wOCO3dUV8cmTVSJJtGJEh1CBAVgx/vvc330Z58BkoQnnuBso3bQumJFkvyZO5g7d4XlA3oQ3bppB+GrEEiEG5b0XS9d4knm/PlW97V7t9hPFogiEBr6AgYOnOZQoHLWLK4CnP6dgVlE/v7ApUswGICgIC75bdjQwwrmAmPGcMNffVVZJUmcyLelNX39OldrmEx+xEjTU8KSMvr3590OG+b6PnisJMwyOuKFF17Azp2ixDobRH+y0H9WljqC6dvXZVqb0agOGFw13H300QUgAkqXPpTnPTFQJrqOR2o1gGSup+Ag4m9Jyj3gpDa8RXAsRBh+dFICIZ9/fkdedwxzZtgQt3EUosxy3z6OasydyzXEq1THZmdLXZKSmPH1zjvgC3zmzPypVbwPYDAY0K5dfxAlgpNN2dBUHTkFvR4oXlxcQ+1wUasgbwtylHNX+Z5KDMrVxH1MTAyIfgIR0KlTslOf1bouE72OTp2GqEkWK9mWmTN5+2efNV3/zz/MgnjiCc6BZGYCoaHp8vxzgM1qF6t4+WX8Rx3l9l3Ee+5qa9iDEPKsWNGhzTt35s3nzAGfTBdL8+xCUFBEMtUMN29C0T215FyuhWCTK7kNo1GlyVmq6xQ/uL9/HveEadNsNssmdsjaNlEtWmDlStMgY716zj/O1OcMxzuIHHCptgKR2LYX+PUWjEZmSgqZ54ce4svr2DFFGhsArxNBaiIem3lBjcgifv2Vj9moEd/71ybNU+8dK+Ydf/3Fsjz2HNgtYehQ938TEfMvVAiIinJ9P5Kksli1RpXeRq1afMyyZTUrFy9mmlz37tjzN+vNV6pk+rnXXuPPTTErANs1ciRy5ItnQ2BpFKfz3JdZgDAneaxZOgzkhwi6BSJOeHkEInNWty4A9R42N2xxFi1b8n4mD4hRAmGWlplUFxNHyzXwglZtjYIbH89J4o0bFVNwZzgUBw6okh2OerIJKQgi4K02x7lEzll8+y3+pqdAxCQmV7FNzjpsq1EDKSlqvNxWwlcY0olSfIF33+UEiyBkX9+9W/mdEnQ6fPP0Vxj7CZOBjHo99o4fj53ly+NoeDiOFyqEU6GhOB8UhARN0P5scDCubNuORx9VjzllimPXql7Pw7PWrXhct4SYyXEiLAySu66pBgN/YXneNrwwV3K5I791t8OrwcqgoCCcs5BOPHfuHIKDg53dncvIzs5G+fLlMd5KmePIkSNRR+NIDABvv/22z2DHDl599VUQEca6KhxzD+PSJbV0Y/lyXhcfD5QoISac2+BHyzCEnoHUogUyk7MVPTYx1zIYgIoVT4AIiIhYZls/0kMQZaKc2cwCUSF8bulJLizWmje3uq9+/UTQ5ze8/fbbJo6s9iBX42LQIKi2g/JorXHjbLl9fZGY6FxJpUMQEVuN0rLI9ipOthYghMF79tSsvHCBVwYEOG9hqsU//zDr5PffkZmpThhdDX4AQFSU+H0S0KfPSzAYDJAkoHBhoQs6XDVQ2LlTHfW4WC8jMolBQa4FTE6dOgWdjrO1Q4bkpXXl5AClSwt2ZR/scJEWITTtypRx6eN5wCXqAFEOKleuA4PBgJwcHjwGBXGwuHr1N907SGameuNauSeystSf0FGDx6QkdbceF7kvIFy/ft2pvsgVGI1GvPfeUBBxaXGtWhlu6WxevcolTPxbTMO0adMcC1jJFJ/5zaeDiM3mXEFcXBxKl24E4WSuLbFyFMJJmegowsIKWe67ExKYQvi//2H4MO6fzMvAxaSQCChVKhvVql2TX1/CsmUr8+7TEUyfjlS/YtDJUhLVq7dybT+OQjxoO3fGrl1Wb1kFooJ65EjvNkup3bai05GezuX3HTrYZ/SLck6TeOzw4ZYj0Pv2qYJ3U6fm2ZeQQbDwlk1kJScjTb5Ydv8wXynTDA/nQIwrWnhvvcX7KFZMdf594w3n96MaT7kn5eIK1q5lTfmWLdWfRDCDVq9m9vpzz6mL2vdw4soTSTxHce2aabznt1nZqtbS6NHqhpcv83o3tFvu3FEdnN3RHzcYOKArYu+uylELDcHQUPt9hCch5AF0OrPfWr7pDx7kbtrMWxO3b+d9LEkSj5n3jJ+gGJGACOcCghBTrRqie/TA1j59lGVIpUXQkRHffycBY8fijcobQKRhaLuLjAwubd+9G3fuqNeVOxL46enMpqtBZ5Co40HW1YAA7Bo5EvsmTsSn1aZjBg1WDrYroAjSbtxQRS4HDbK8Y015gSiWcVTWUK9Xqx2dcabXzgEb0UGO8DmL//0PC6kfiDi54wrSbtxQ+u4jM2Yop8JeoaZQ8QoMNJ1yJSXlnYLdPHQIJzRusHoiJOt0yLISaBaLkQjR9esjMzER06eriatrjivjKBCms31pLtLl/R+0UuXrMIRAubz0rM4SRJ6Qpbhb4dVgZbVq1TBr1qw862fNmoXq1as7uzuH8eGHHyI6OhoXL17E7t270bVrVxQuXBiXL18GAPzvf//Dyy+/rGx/8eJFhIWF4f3338fJkycxd+5cBAYGYuVK5wbGD1qwskmTJiAirNIwex4kiDKoLl3UdfPn5+37qlddhn//TZSDkvxwj4vLRcWKp+RtDPj1VzeiUk4gPp5NDIQ2CtEERBIhx1zsRH6ine/1MR5+OO+gZfduLuPg4FRLp9kuJr4sQlW5cWNAkjQ6mJOxbNkyt76vRYiBsGZGLh5I5qYOWmzdyttERmrGypKkMt7ciSyK6O0bbygDWHeNmbt3vyTHUeeblE327Jmh/PYDB2rUuMVTNSLCMSGn69f5hA0dCkiSYrTdoIHzbU1JSUHNmnUgWGrWJF/HjRPXxg68ZH5ROghRYt+0qUsfz4PZs0VQOBrffPONiUxft25Cj/Z3HDx4kOUCrCnP24KIphcpYvWiENJTxYs7ft1Ikg3mgacEcJYv53vNjsTFn39yTMPVifL169fRp08fEBGeeuopryV/YmNj0aFDBxD1kierBreNFvbu1T4zYtExKASwxHg3h2yf/V23zfDzsz4nsoWcnBw0aDAYRNdBBDz8sMGlnz4pCQgLE/dCO0yYMMF0g4QEVaegalU88wz/qx0iCk09Pz89dLpzJs/Rhg2ts/zN8c8/PCFfvFhececOkJGBOnVEsuNFXHVUvMoVyFTBhE++VdpvK/YsmIXPPadZKUlMkXa1VtUSKlTgA9mhgzny+8fH86OvXTtN+erx42rGRJQ+pqerAw5h4qFBWpoax3SW/bRHDgZc9/fHKwM5EF23rms6hALCGOH111XpHGflkbOzVZa7K/eku0hIUJPpYnnuOdOgpfkSGiprGBYABHOJSC4HX70a8uBSdfAQjDk3qvKEnmKtWu7J6wAcGBF6hf7+pkxVRyFyB64Ew92BMH0iYlMpV3H2rFqSv2QJsHfqdJygIMsXmGY5TA/j0xbfYscODhoTMVHA01IJQqtfrgh3Gdu2AaUoHueoCkDMjrstnIcAhRXZI/wvJBMz8w4VLYp02dARzZpZ3rGgCT71FJo353+VZ5YdfPWVOt5zpshIKwfmT3pkUKjKoHEUgwZhOr0LItel2KO6dgWIcDEwEJLRqCTs+va1/TlJUqU6HKkgyrh9GzHVqiHX7BpMIUJ048bY/b//Ye/Ysdg3cSIOTp2KMytXIlmubMnOVo24bDl/24LQgC5BCYguzYKbu00ozS5AEG4GDQJu31b6z/s5FOPVYOXMmTMRFBSEt99+G/Pnz8eCBQvw1ltvITg42GIQ01N48cUXUa5cOQQGBiIyMhLPP/88Tmh65IEDB6Jdu3Ymn4mOjkbjxo0RFBSEKlWq4KeffnL6uA9asLJEiRIgIpNz+yDh7FlO8irsNHBHum4dMPOHXLSstVnpGwsVWgCiODzxBLB2bRyCg2/I76XjhRfyv4cRso1stNMAP4WEmM6mevYEiLD+jVV5AlA5OUD9+mJS+juGuVCrLFgZlSqBZz3Cmnn+fMXgmOhfvKop1fYIjEbmyj/xhIlyuOj7zctbtEhPt+KSKj903UprCTqHLMTy118OSYlaBRvV3JIDZqb1OKLsimgHihdvpZbt6/VqGZ8jIyYhtFejBgDg66/5pTNZXoDLaZ955hmQXKYZHm60ysy8cgXw9+dJaYBfc9z++GPHD3TuHFC3LpY99iNKl/aM3hQAdOzI2pQBARORLNs4du+ujiX4XCdhcGN5NPrBB84f5K+/+LONGlndZOFC3sS8PMYehFfP+vXyisWLOXEgKOPuQJLUWbMmAj12LE9Q336byQVaCQFXJiynT59GsWLFoDW6syRB4y5u3LiBSpUqgehpECWDyHVHWi1UJ3SjPIl4BCk6nX0RKhF82roVubnOV/BLEtC27Ur5OQDUqJHt1oRRdGNEG1CkSAQyBV03K0t1J5CDVpZ051Tt1wUgCkfRou+gXr3p6NFjGRITHR9XTZ6sxsa0GDVK7H8Z5rrTwTqCZcsQE8Vam/aqwUXwoF49zUrxJTz1DIyLE5HgPJHTzEz3CgNM8PXXpo7ggjJUvrypW4cM4Q5crZrz+ZFtchB03UPtQcRMMXdyhgAHXv/6i8+HVkfOSkVyHiQnM7GUiNn7+eHlZAlCoUZcf+fOqWWW4eE81pk1i5fZs+1rsHkTX36ptvWFF8AXwlNPcbBSuOjIMgIn2w/G8uWqS7WjiIlRuyBXKl8tQZLUgGPjxo5XlEgSn3cxnjTXDvU20tPVa8FVVmhamqoHScTjj6NH+f8q4aex57OxiGrTBjvLl8euyEjsiozE5qINkUKcHdUT4etuP0CSgI6PsGROx6oXvGIS4m7VyFfDT2G/XMZ7NSAA8WYitlqX9R9eXoEU+aTsLFsWkojEWnPpIkLWW8OUJMKFC/bbM3eumuBx1mTqwgUO3orPx1Br5xx9AKBbN4yjz0DEz3xnkZmYiJtyqeG2V15BaqpaTeZIAHLgQN7Wkged0ci5jjNn+D5bvRqYMAE4eigHV3ftw4W//0ZsTAyyHYjTCPJRhQrOy+MD3OeMGgWEBvL4akNtnlcbiXDZWTFlgcxMddwni+5PmgT06eN8n3gvwetu4KtWrULr1q1RokQJlChRAq1bt8YaV90X7nI8SMFKvV6vTArjXRGOeUAwceIl+WFuBNFzKF36J7BeIKDTncN337mp+uwGRKadaA/KkR8yNWXRQtRm+hBmf2oZHxMmiM/dQlhYRVx3tOZUgxs3oEwucnKgTsyKF8fx6Nvy/rNQpkx15816nIRer5YG7d9ve1thIGNC+BR0P3dcUEW01IUkiSXMmXNYPodpOHfOVHzq8mXx++lBVNiUGT1tGo8AHHHXEIxYWfzpzz85K/rzz463U5IkvPnmmyAKhk53GkTWy4EyM0VMWwTK5+Gr4sUdP9iaNdxeWRTIE8Q7DgonyUFhtYZRJMwffhgoVozv9/CQZ7n8JDjYeUEwQQkxoV6ZQtxCgwc7vtspU1TSk5I5/uQTXuEJLWIhdh8SolAmExOhSGIQMdNHMOqCgpw3GdDr9WjevDmICLVrP4sGDfaBqBOCgoJw6NAh97+DjIyMDDRr9iiIxiltb9PGPRaXFqYG719gKZFtcSRtJMUFjcO0NKBFi0vKMdu2jXVbKvHsWSAgQNyfffHjjz+qbwqxOCLkfjpemaiLW+HmTSAwUHz2EaxZs8ZlduyhQ+plpy3/U92Q09Cr18tWP+8S1q/PU2so+gHFyMIKRGlbSIimXxKlXmYSRS5j7VreX/36yqp//mHTlV69+DAeD5pcvape1P/+a3GTp57it8eMcW7X+qwsJMoRl+dL/Asijot6Gpp8gF0cOaI68wYHm8Zs8xtGo+rJNnEir/viC86tuqvf52loTW+Uy/3SJdPnpFyTP6XNOhAxq9FRzJunugE3aOBZSdibN5ndRuSY7qQkaZM6nstFOAvBGLOUtLX0DJ47l6XZRdWIYHOVK8cBsNxcdskOD+frzhx6PX++OCViXRDrDlzX+SH++HGc/3kzQijTpeBbHsycyQMbD9E0z6xYgWvECdfbFIrzVsQhRaVd+/bAkRkzFCZfdNu21sVVX3wRIMLu9xaCiAOe9qY7Wm/FF16wvP3NQ4ewd+xY7B41Sl1Gj8bu0aNxZuVKSJKaUJ9KH/Ckzhm0bImh9D2IOBjnLKLlCotYf3/kpKUplQV16jiWsBJmR5ZUysQwo3dvhXMDItbUdjaZ+8gj/NlJk5z7nIAoVqtUluWgPgucjL1yVDvaBvHALnJz3RPLvQfh9WDlg4QHKVh569YtEBF0Op3X9cHudfTqJYw2UpWOs0SJrTh0yEETBQ9j6lTO/P/1F1CkiJgcDsPUUqV4RKERvxs6yNTZ79QpIDBQ6HL2wRxrKtp2IEmAkBI5exbc+cqRQOnFPqhRQxyjN44cOeK5L28BQiy9eHH7gRKh9fP++5qVgvUmC3q7hEceQQaFIm2JgyrZNqDX61Gy5HIQAQ89tMfiNkJgnWgyatas6do9/P77vBNXmIIyxo8fD056sIti2bLMTLEGwcbiJRuVKQJGR+2XRTTPg5Z506cfl9tyB4cOqWnNxES13K5nT3Etz8T8mjVdG/0I8TRzgT8z3LljW5xcC9UgCyDKxKuvyvXXom5FaFa4A1FTqTGgOnGCtdSqV2fDB/GTmMVRHMaECRNARAgL64fwcKMcKEgEUSCKFy+OaFcEGC2gd++3QfSPcs48re32yiva3+MsXiBieQhrEMF3F07amTNAlSpp8rFy0bnzXx5jtPzvf+I7xKNUqTq4IwJ4GnG6qz+uRfHi/AwQwTlRUkm0C08//bRbbZAkQNxqCxfKK5ctg9T8UZQOY5OxwoX7e04q4I8/OGjcvLlJJEToBZo8LyxAr1eDKUqeKD5evSBsdYqOYu1afsbKVBih3SsWnc51kwur146Qr3jTsmbvjRtq4kJU+zqKzZ+wdks8FYY/6VGxonu6dNYgmHMimJqYaDnXtGCByg6vXNl+4jM/cPs2B+o85rTsRYgxib+/hfbm5CjOR2+3OeZUcPvsWU4CEDH7yBveVaJaxZFSZlEy7OfHwU0v5+KtokMHyGPEvO/16MHl06LvTEhQz6F28fcHvv2W8xAbN/JzpW/fvAnTmzdVaXp/f2D8iJs4KZeL7y9RAvr4eEzWjeYgaCM3s38i6/fPP+7tR8YRmclwgupg9dTtVreLjVWZskeOAFHdewBEyCHCSeUhZAa59lv6YxUuXLAffxIGYjodJyDMH1/7JkzAaUs/lNmyKzISk1/by0E9WsZyMs6genWspy74ZMAVh80cBbKSk3FdPlHRL74Io1Ed1zvK8r12jc+BTpf3fjOV1OEE+CefOH/fi/FxcLBrRl6Aeq/XqsXz7Hp0DPsHs7ZpKhFS88vF7D5AvgUr09LSkJqaarLcb3iQgpUnTpwAEaFEiRIF3ZQCx82bnFX7zwpJ8vZtQJT36XRG9O9/HDk5BRfgFVphP/3E5T/cqaejcHAtdqEVSsfFi+Ppp7mTnT2bH4wtWwrNr7/wzDNd3WI91q/Ph1EIF+LpUKIEPh4hAjxLMMVWbbazOHUqj5K5KF/u1s3+x4XWpon3lpYm6upIuHx5/EYDQeQ+oe3zz3+AMMpYtcpyDZqIczC7siGW2rN+tQRLonNOgN2HCUQfQafj31srqWAJwtW0QgVxHY7GjnbtHBvxi2iIq2lSM6SmpiIsjBk9NWvmneUL10Ux2SW6gZplImFwJcB0+zZrJ8hlH55Au3ZXzcawqRg9ei9TBUWNkKOu1NYgD8wsOYfk5GjLctVz5QwOHjyIgIAAEDVUriGxVKs2BkTkkv60OZYsWQ6i7fLg1YD5jssnOgxBnhXfI5jq4Y4t9XqZAZs98E20acO6wo6UuyUmAiVL5sjnKQ5t2vwPBmfprDaQkwMEBIjf4neM0lIv5szhiIGsXyqYDv/+K343I4iaY78HIj1jxvA+Fa+X334DiPBe5DL5WL/hXytsP6ewcaN6vwwaZNIXCWdpR9yka9bkhNkebX5J0PTccQMxh9w+YVRbvz6z7WbPdn5Xv//OUi5WNfeuX+eIh5WovmCeOullicuXgRl+TE+bQ4NA5Hwlo6MQpYD16nEQrVYtftRPmsRjopwcNYlJxBrmGoloHxyE1vjDRANYkkxY2V0e4cobR1QcJEkNkj3xhPcCg5IEdOzIx+nY0fpxbt9Wy4U//9w7bXEUQrswLIxLZbUQ5kGi6EaU6devz5UvomTXfGnZkj+jlT7YsYN13on4cytXchyxHq1SDEeiGzbE5abPczDTz2hX/cQmSpTggx07hsmT+X40/36OIuH0aRjlNlaiy3aTIWKsV64cEFHKiJ1lmYZ6NDwcRkuEAHExOFABkpSkyuN/8onpe9mpqYgSZV/EZcZnQkJwNDxcWY4VKoQTYWE8/iRCCgWgNp1EBN1CaiUnx6NC6NyF8WjUE08ARIjz80NWcjKWLuVdFSni3PRJPL+GD8/7nnjulinjmizI6dPM8iTiJLKrEFPayEggQJavOnXCgPPyeCHaWS0qQWHW4M4dDt56cAh3V8KrwcqLFy/i6aefRlhYGPz8/JRFp9PBz8/PpQbfzXiQgpVbt24FEaFWrVoF3ZQChyA9tW9v+f3ERCbdBQZ6LNnnFj76iNs7dCgPttu2FezKKNSr1wLpcXFAoUJAx44KO+W//4DPPxfbpSEioiluuGN/C07mVa3KgTMAPMLbswfIzVXYjkR30LRpa/e/NMAzHDHK0vwQQl/KESdS4fwcFGRW/vnNNzzjdqUm1GgEAgIwkTiz7E5Z0MaNGxEY+DGIgPLlE20Ozjt1Eud4H5o0aaYGniWJz0+vXrY18zSic1evcimjow/MrKws1KxZC0QLlYGuI26QghwpBtNE1/AhBTimft20KUCEp5rcQMeO7pXCHTp0CG3bDgARB0337Mk7ihVZ8PLlgaJFxb3TFgvcFKpKT8/r9m3rdxb6WI0b61G27E2UKXMAXbp8BSIOWBUrNghEO5TfoVWr1ZBE/Yujau/WIALaVrQBYmJMJzuyZKtDyMrKQr169UBEqFx5C4g46CKCVI88YkTv3r2VgKWrgam4uDiEhY2U7/ssHD7s0m7sQuj4BgeLa+UzzA8J4Q6yenVNRylj507gk09w5udoEHGX7chkvE8fYbB1Gm3bvoAsO8ZHroAdvfl7BAY+g0uXLlndNi0NqFxZfOfv0KtXL4+04fhxyMeXiYnyiq0hT8rHSsTjj3extxvbOHKETzwR95eaDlCS1Lmo8JqxBYsTNUE5tsWwdQHiWvP3d69actEi3o+zOrkCksRMmG3bnPvMU50NuEYcAXmt7HKn+g1nkZSksl4//9y0v6pWjfUgxeuxY+//SaO3cPmyyrI10cGbOpVXli0LjByJ2rUlZUxqC5LE1cAiIOdu3s0ezp9X2Yd16nAp9Nq1fD1MnsyaluJaqV8/fx3XLUGvVwOsRMyIF/G0qlV53c6dvE4YmogS7du3WfWocWN1EaxirXT7kiXqvVOnjjrmOnGC1/UN+khpwNYGDfAQnYdbiYeMDGV/qVeSle/hYgEYtstZiCPUwKH88sGDphI3a2YeUByvY5o04UCTEL/VWpXbqU/OyVET9bVqmXoVXli/HifFySdCdIMGSLARRDy3Zg0OBfMz6xxVRnFKxLs03Tn2/ubN/OM6KXR844B6PrYPHozERFWOwFntb5HgtBTkjItjyQtXiIvbtqmyYOXKufd8vHWL96PTcbKEiNu1VX6uXwkIgMHRjsBo5EBCpUomtH0R7NUUL92X8GqwsmXLlmjZsiWWLl2KqKgoREdHmyz3Gx6kYOXKlStBRGjd2kOBpHsYV6+qD2RrLsZAwZV7mENUZj7xBL8+cwYICRFMmBNo334wsmfMgP7UOaWUtXt3SXmu+vkNRUxMjNvtsHU+jEYgMlKw557BmTNn3DuY0ajWvbRqZTKjuH6dO3xHhK0liTP6q1d78PdMTASCgzGYZoAI+PRT53dx/fp1WfvRDyQP+GbPtt1A1tgRv/tTiBI1KJKkphW1mnNa5OQoNS+pp66jXj3e3NHqzVGjRoHoFTmYIOGnnxw7n8KIomZNoHBh1oKsSK14NmJr4GQ0AmFhkIhQKIy/s7ODkMRE4NtvY9GgwSQQvQiixXJQLNni9llZXEpFpMbsiHaiWlhh6MXswAW0b8+lKdpbYt48Xj9unOm2GRlqvMPSUrLkWSQm6rF/fwaaNt0mrzdgRJM31IyGO2jQwCQ5kJhoOibW69VBOBGPfx3FiBEjQEQoVaougoK4f9qzh5nuguj2zTdGtGkzBURBCA0NVa9xByFJEjp2fAVELOUxbZr3GPHC9EDEsoku4knyYyf1Ro1gbRYn7glHJlObNqns0+rVX0G6o64hToIZs+KZcQk9ew60uq1QkyC6jGLFKiDOWWdSGxD90m+/gfv88HAYyA/FiwhmaSscdjX6nJCgzuoffzxPokrrZ+OyeY2g2z71lIs7kJGVZdI+EaRw14VYlNwVK+adEmxLWLQIaE5MWUklP4eMEtzFk0+qvyURDyWEJ6D4/gWpT3m/QBhnFCmiMSjOyuLEnsEAo1ENCFoyBNLruT9cskQrK8GlyvkBEVfVLqKCSCwBAbbnCfmJ3Fxt/8vd2K1bauDx4kWVgVmqlGmQzByy/xEKFeLAc2ysGvR54QXTgFJamnrMTe05a55JhGE0HkR21W6sQxY/lQqFo18/fv5Uruy6ikaM3L9PoZEYNMixz3ykxl8xfDgQJYt73iRCapUqfIJ+/51P/o4duDVrFZ5/nq8dS2Pga9dE8o/7H21i5+DUqUrwL0Gnwx4HJw8/fX4SF4knrf9QZ+jIiB07HPt+AocP8+l2JugeI+v+HA0Ph2Q04rXX+HvVru08z8NoVKVeXDWJMgcnTtXgn5t8HBO5M5HoeuQRdigXesu7HZ0HiBuxSBGT4LaoDLTnon6vw6vBykKFCuG0B8vW7nY8SMHKWbNmgYjQ3RMmDPcBhN6YDf+LuwaCVVGhgrpu506gVKls+SF7B/Xrj8P586moVw8IDBTr9SAajunTPWSlaAeqkPRCfOYOdSIrS91ZWJhbqbK//waKFeMJf7duyUhO9lB6PDcX3TqwpqkzHjtGoxEjR45EcHAwiMJAtAhEQPHikt0Jslp6CRD9g2dkoxwA6iS5bl3LI6irVzklWqgQunXjQWFkJA+s7GHx4sUgKgOiRBA5JkovoK24f/bZXLntn+IUkVUDBwCKq1ByQCnlOzvjEGkwAFWq3LAY8LOitw6A2ZVHj4qBuwjevIPVRIrRj10kJ/MIeOZMHD6kJg1EJjoujifLRFyupYVgffO9OxpVq76N6tUvK/tYuNBU9Khx45PyewfxHwWwir47EA07cQIAM0z8/U3jtJKkVm456odz8eJF+Pv7g4jQvz+3WSu2rp2o8vjuLIgqISQkBP84QW+fM+cXEP0FIqBx43SPmDLZwrFj/HMXL86JGh11x41t29SIbnBwHmErMUm0J2Oxbh0QEpIFIsDffxZOetE68tgxce5FUPBb7NTUY732Ggfwf/0V8PMT13QXLFiwwKPtGDuWuzClbF+uCe3d7CJCKBMD6FmsatjQ+R3fvq1a4T70UB5pEYAZeTNmOJ98Mum3hSNQ8eLuZccWL2aKqUzbP3OG2dbuSmbl5qq6s8OGOf45ScrLDncEoox2Co0EiLCjUiXnd+ICVLkcDjbFxfG527CBF1/Zt2eg1wPN2HsFtWopjw0FwhwwKCiv8/atW2o+Wiz5rQspSTyW3rDBpHIdoaE8pNqw4e4yN9q2jZ8b3bqpBPHy5TWBxE1q6fHo0bb3ZTQCrVvzttWqAe3a8f8tW1pmG4tn/pHDRsV05CgVRwDlonFDF+nJW7YARFgeOUx+zrlWBgwARr0e8TrOTrSjKIdlMjIyVLZg+fJAdmwsLskndJs4sZUqKQzLv//mVZZ81HJz1TxlsWKmY80DX32FDHl/h4oWxY0DBxz+btHRQANagUz58wNontPMvIgIbpejBUJHNZ3o4Z9/MzEK2m5dCtQmxDSldm3P3OMicF+5sue0bUXCdMkSQKfjsc6Vv44iSo5AHypa1LEdiYi12Y04bBivFr4S9yu8Gqxs3749Nrmq2H0P4kEKVk6cOBFEhEGOppvuc4iyBj+/vIPwu81/KDFRfUho2RA3bwINGyYp7xUuPBsDBgh9LyMCA5/GXEeEgtxt3JtvAq1bY99eMYnNQaVKzZ3Xx0xL4/qUKlXULyyPODZvZjq+MwGrWbPUh41YdLpjePvtPyClp7Pg4mefObdTDYTkzJ9/Ora9JEkYNOhTEK0G0SUEBKQqk6nff7f/eVGioDKgauKEmB2kpKijVxss+NhTacqg0JFSxy1btiAgoBiI1kPE65y9P8TgecQI0f4tmNK9u4aKYQGHDgENGuBY3RdAxANlZzBkyBmIQH6pUkfQsmUmOnbkgYKjASwRVCK6g56tejmekhb0pchIZWBCxGX8AMspEHGVu/Zc3rkDhIXp5e174s0334QkSdDrORs7cmTec3/zpoSgIGYRFtX9D2ndurk+CpQkttBdsADIzMT16yoRTRuQNxrZSPmbbxy/dQYPHgwiwuOPP6NMrrQa9pcusfZrx46qU2tgYCqInkBAQADefvttxNqJ1Jw5cwbBwQPl61sPL8b28uDjj8Xv/B+++eYbnrUI+86iRVkHQbYnFkwOS8GiP/9ktYaKFbV6njvx9dcuCBQ6iQEDtIEDI+rVe00xtBFlhVWrinYtQPfu3d3SQLaEPJPkkRzkmtlmER6mwwCxAcKtY8ec2zFT/1lWxEMW2llZnPQsUoSfxQC4j/j2W55xuxMpF04/777rkbZqsWGDOvZx5BkAcGVCcLDzgdyXXuLn1TniC2inPeciD+HmTU6QEQH9+uXLIR9YnDypBswKFQKWLVPfEwlWcy/DK1dU13ZZwQjPPlvwhrkrVzLjyVvSIe5i7Vo133LsmNZ40ZTlX78+Jwrs4dw5lZnGz1wz/VENDh7knLfBwOXBgmk2hsZDp5Ms5X/sQxaYHVhuA4jc8n7ECdlyOpUKI6JYjlMmK0KuiIgTGYdLllS0Inc++qhJBPW773i7nj3z7ueLL6CMV7Uci22vvIIseX97IyKQ5SR19Pp13u/H1AUgQgKVQFn/W46x4y9cgPTTLPj78bPbEYKCISdHKVXfWr2moiNLxOfKVdy5o7J3nTX6McfatSpz3pNybV27qmPetiXZkHPas5sQt3ev4hh/yp7cktaBz0zPQoz/tfIL9yO8Gqw8f/48OnXqhHnz5mH//v04cuSIyXK/4UEKVg4fPhxEhP+5WMp4P0JkFc2ZYg89xFmz/Jzs2oPI/JlntPR64OWXtQwyo5zVm4d9js5EHMSNG1yRXb26Jh6Sk6PW+Zw6hebNRSn4GBNmjkM4dUp9IpYrx08j8LG02eO33uKMvS2cOSMhIEAw+X5CiRJ9QHRLfp2M5k0/Q65INboYwC9Thj/uaIL0rbfmgyjOJHhatizrADoKkbXlZRpee+017QH4DRsimmKiWru2/WMdPXoUhQo1BtExeSAr4eBBx9sqMHkyD+KiokS7s9C8eTuHPvvPeg7MPvyw48fbuTMOwrCodWsHosBWYDQCtWpxIDA09CPkOBqsFKI0rVtjwgT19woO5niVCFAfOcLX9oYNzPr58kuhTXgK3br1sGmicu0aB5datABmz85WzuuAARNc/r5axMaqEqcVK7rHRIqLi5OZxISXX74s4rhWY7+XL6tsHe7PpoLobQQHP4M5c+ZYDJCtXLkShQtXVe7xceO8TKk0w5UrqtFOqVLtkJmZyZHcNm3UC0A23+nZk19Om2a6j/h4oGRJ0+QK0Y8YO3aSx4OClnD1Kpc79uwprsPjaNnyd/z2m7i+RNtuo2zZBkjID3raihUAEU7XfQ5EwC5iN9YtXVzQrtywwf6Dw0nIFYN55BzchqA5zZvn4R0z+vXj3TuiXSmkt4jyGkXYgiJ3QEcBImQRIc3dOj0n0L0797lOEJh8cBJGI2tRTpgAk4DG++9zviYhgYdxwvgF4Gde5868Xc2ad9c4+25HWpoqmXLqFEuUP/YYTJ4ZffuqMouOICGBTW2cDUTtkKl2GRSCSLpm8hs7DDm616HsCRCxZISr+LsFa/f8Qc853W2ePq2ev4ULAaxejSh5gJ+k0yFOM5d65x3eznwqfeaMKjUhyAc5aWnYKiSaiLCrXDmXZDAkiYP6AZSBk8E835pPL2H99w7IbS1ciFQqrHw/RxLMW/v2BYiQQoRJwy6CiIOM8pTMLQgGs2Kk5yQkSdU5J+JxsCdx9izHF3Nzge96sL54u+Ic/9ouR/ZjqlWzvZPz57lxISF5kpayobzLJlL3CrwarNy1axeqVq0KnU6nLD6DnfsD/fv3BxFhqiOuJA8IBMu9Xj01+JaUpHaCruqmeAN9+zLjSJu11mLRomwEB2fLD5UkxMe7xha0hawsla1gkp0TE6s5c7B4sTh/1/HUU04yb+7cYY23JUtM7AmvXTMdjBHZDvDdvHkLERHH5W034rXXBiE7Oxs//5wLolh5fQ4GPvmB+oWcGd089RRyB76usDYVVo0N/PbbJhClynHY29iyhQl4zmqjCf1SXu4gMLCkqhknaAxVqlj9/Pff8ybPP2/7OFevXkWJEoOUNpctKzkVVLUESQLKlBHB7I64evWq3c/MmcPtdVRbc+7cY/D3vwYioFChfUhPd/4++Ocf1o1cvhz4/HPBJFuBDY46/Ir0+ssvA+BBTzk2mVQC3GKAJX6PIkUkhIYmysGucUizU9Ny5446aTl+HGja9Lbczijs3Om+wNaLL6qXkrtGByJR1qjRywgI4HvGntl3VhYTts3ve6I5aNeuM3788UcsX74cX3/9NZo0aQKi2iDi8vJatXLzzQwhLo51BLt2BXr0MCjXyjfffMMbJCYyzaVQIYWy0rgxfxdzRraqVXoYRI+gdOkWBVLpcvs2EB6eaXbe40Ekkj8vOa0l6iyysnjSgCtXgIoVIb3wIiIjJQyk3wAiXA4IsOzWao7sbIeZxitXMtPQmWtHPO/KlPGwAYfIzu3ejaFDuTzdjqeDU7h2jVkpfn62Ce6AKr1VtKjjYyKtltjPFV4HiLC7TBk3W+0csrK4GsEH70GSVCb8vn0cwBF9Rtu2ljXkFi5Uk3cPkOqYxyD0WMUjZs8ePtfduvH5dCWv5YrMg2Q04ohMk5tLrzpkuJgHycnA4cN4qGKO3XG9LezcCUTrWgFE+KzMF06fAxEM1I41czMycEIWMNxfooTyvBHnX1u0ZjSq0yDhYh9//DgOyy7cRiJEderk2DPLCho25P0vGvYbjMTzls+D3oFdCul33+EiVVHuOXtIPHtWYc2ue/IlJQDrKcWXM2d4fzqdY74D5hCl5EQcOPbmWO/yeg6i+5EBt67l4vivvwJEyCbCLVsEPhvC5GIu4GEu0V0HrwYr69Spg+effx67d+/GpUuXcPnyZZPlfsODFKzs3LkziAjzvJSpvxeRnMyMxUGD1GxTdDR3JJUrF2TL8uLmTfuCxs2bsy6Jh2XE8hyDiB8YCj75hFcOHIicHKBUKVHKOhorV/7h2I5tjC5E6UvVqjwgaNnS8gNq8eLrCA5OgDDXIErH558vUAKmaWmQDYgEE3UXVrzAGURERDiWckxIAIhwh8LxxsBsdO1qv9rv7NlzCAjgMurSpS85lfU2R2amOjng5V2VLZ2WptYBmffX/foBnTvjzefiQXYYMpIkoXr175RjtGyZa3dC6yi4LBAgmoApzz1nvWRdjuKOHcvbv/mm7f1KEvDqq7tBxAH7wMCL2LrVfjDUEkTWtm9fHgRzexPwRsPGTDe0p6H6Ok/OtZa3GzcyA0VUhhw4wKXPoaEGzW8JEKXiv//2ONTOp5/mz0yaxAFFf3/+7rWqjnPpe2PPHmDWLBj37FP0qZxx/TWHJEn44osvQEQgItSuzZIVzugEL17Mps3PPCMpzEWiDBClmC3c55QvL3mqytchpKSov110NOAnl1oVLvwy7ogarawsE43Ehg05SKQtt1u/XuzHAKJmmDBhAjJcdnlxH2vWAK1b30Rw8HrlnuLlH8ya5d2S9Oholio2H+f37w+EUgaSiZkl+x2hAU2axB2mnW1zctR788oVx9r5779cZSDyXSaE9rVrgR49+CZ3FhqH3LjjicrETpO/8wiWLrVfEihJKnvUngaeFqKKvXJl4HQwT/hjfBJE9yXatjUNZqxezdIIRJxQK1KEx43Hj7MpbsmS6nPLB+chEpy1ajlW0uspHD7MwWith+MxOXtuJB3aF9/nsvLFxo1MHnGllHzdOiA8IBNZxFG13b+7Vl8sTMy0ifEL69crOpNRst+DkMaRVV0AAD//zOuEi/3ppUsRK4/FU4iw1wPU+169+BjffQesqsAmRxcpEhn2BlSjRmEXPQoilnOxh621awNEOB0SgvZtOEHZpYtndWQFk/e995z73JUrrORCxNJIXofRiGb+Bzjp9j+OrB6VGxBlSzR0+nRuZI8eJqtzc9XxgiMkl3sZXg1WhoWF4Zw7vu/3GB6kYGXTpk1BRPjLgjvpgwzzRJfQHrvXfIgMBtXFzJtlNWKg1LKlZqVg9FWqBEiSicNiaOgfiI+3I6ySlMTBwiee4N7cDJ99xvt65RXru7h0KR4BAVdNAj/Dh+dN23XiZzz8/bPk9o3ANcFiccQpR9RRV69uf1sA165dQ9myw+QJZy4OHcr7/ZzFyJHqb010GsHBoap2ZatWLCxpnraT03lDet1EsWKmeoHm+PLLVSDKlM95iqWfxClIErOkli9XB3VE21GPCNJLL+X9wPXrHDlo0wbjxxpQpgyXmVlDZibQsuUp5XePjNyF2FjX+3RRqh0RwQmC0FAOhBUPaMo6RvasSlu0YPbXD3+anLufflIZJ2x2nyW3eSuIvgORAc8847h0gjiXDRvyOR71oZA5OImtq1Y7/8XZbh5HX5yoDLxd/e0lSVLcv4kIr7/+rTJ5dXWCtXEjULy4Htp7XLsIZ9T8RvXqfPxNm4CPPxYB1WsYOHC41c/k5KhJjrQ0IDJSsBan4uOPP86nllvGqFGc1Jk+HYiPj0elSt+B6DKIbuDHH70/fkhMVLWotOTruXN53S9hLK65q1w5+zvr0cOUhmQFhw/zZkWLOjYpmzRJnXSIRaeT2aCAOvP9/HP7OzOHcDsqVgxLFjMTuXFj53fjCYjkbXCw45OrXbvUc7Pss40AEXKJkKicHB/uJwwezL+1VoP3zBmgQQPT+yMsTC2TbdLE9WfLg44bN1SzlNKlnSv5dgfLl/MxH31Uk9dPSsL2INY2/JO6umyO4yqSkpjV3oa2AUS4pfOH5GLEVDxfWrUyXS9KonOIsG/q98qzSSTwr13j54YYGu54912kyxf9xcBAXPj7b/e+pIwJE1gG6pdfgLMH4nCFKgJE2ETBthPor7+ONdQNRKamhpZw4vffYZTbPqMPm38Kt3hPYuNGMQ9z3KTRaFQT9K1auScJbQvJyazN/MYb/Hpy3fkcsK3J88kdcibulp8fcqxVQB0+zO6ZK1aYrE5PZ+3+fv281/67BV4NVnbt2hUr7dVn3Ud4kIKVlStXBhFh9273SwTvV3z1lTqwUtxI7zJIkuVgpKDWh4R41yAoLk6dSCrloRkZak3q6dOQJGDKlFwItlOTJptt71R2BLRWvpyZyRMgLWNKknjR6w2IidmOsmUXyg+/a1i37oJV19RvvxVZacFoS0Pbah0gEbElog2dQAA8SyUC+vSxvR2AS5cuo2TJMRAOu8OHe6afSU7myo8iRYSGXGc0atSINRUtzQDu3FEv7ORkSJL1r5mQkIjAwBgQATVqXPRINtVoVEtsNm0STdGDqCwOliiRtzGiTqxpU2WVtXacPWtA6dLX5X0a0KrVahgM7o0CcnLU9h46BHTuLAJQw7GEiOm9dr6sgfwQFGiEv79pwGXfPh6oPfGEcF3OwkMPPYUbN24gNdW5GzcxUZWL3bGD9asCdcwqblreRmTfGmRL7l1D5qNtWy5tdgWSJGHkyJFKoPLbb79VtDu1BvauQJQHmy+XLuWfg6w5hPH3l19yX1W+fLr8257CZ58ttfv5d98VfdFFNG/eAbkFPIsXpABx+9WsCRDdxi+/uGAH7SKEkeYvv8grJAmXDjIzt77fcYAIBiLE2qsbjIzkHdmhCGsTCfawebPanb75Jut8imeiSBxANntAtWrOX5irV/NnmzVTpBA86Usjnp3aZllqol6vljY6WuK5apVqoPDSS1AcVHeXLeuRtvtw92HlSjWgrS3r1hpDiuuIiLXq7iaJpXsRFy+qrsXuyvM4it27TYPPQ4cCMBpxMTQUBrkseUyX9c7tdPJkXpws3RH916BB3JbJYaw/sLNCBeeOr8HFi7yvgABTZ2nJaOT9EutX1tatR6FCfPw9e1jTmwjoWC8W2ytVVk7QvpIlkeyuho4NDCyxDCCCnnQ4JethW0T37phNbyj3njVkp6bilGyqE12xlsKO/v57z7cdAHr3VscZ9uasycmq8U1QEBvkegtpaeo1npICnB41j68LnR43brA8QJz8wN/hoAFeVpZ3y9XvRng1WDl79mxUrFgRY8eOxcqVK7F27VqT5X7DgxSsLFSoEIgIF1wRiXgAcOiQ2kFZcmm9G5CYyOY/gYF5GUQi6/nII95vx+OPywOEyRZWaizOPvvskBJEWrDglPUdfvMNf9bB+tB9+yRUqpRmMnASy+zZtkt/hYdPYCDQuLEwkvgLM0JlqqI9a2/Zyi358+k2nfjOn49DePgqpV1PP51ut4zfWYhSO3//QyAqhWHWLtwDB9Q0vA2kpWWiSpXFIAJ0ugycPu25p2srlhPCokWqsRXRWLxPlNc1SoxAP/rI5j6XLbuDgABR8n8L/fvP9ZgRiRgYDR7M5SZ8jD9RhQjZOp1lMS6ARXiIcCW4hnKdGQw8GBNkK3XJRFjYazjrBuPotdd4X3378usBj+5R2up0YkrMKGWnQ1dP5fTp05VA5cyZMwGoOo1anaf7BVOm8Hfr1YtfHzoEFC2aqiRDRo06pGxrfk7ZDJWD4eHhz98Vcju3bwu5DP4ubdty8N4Zd1V3IbTvXn0VHOEvWRKoWVPpR2JCeaYepUlo5IGwUPXzs0o/kiQ2OhIl4KNG2W+bMHkXzAuA2ynu61GjAOOddLVezbx/s4eYGBaN/eQTxe3XU8PvHTtUJrBOx79thw7AkCF5tz17FihVCggNta8tpteb6hW2aQMkxOuVUsj8cgH3If+hNcxp00ZlDIngVmQkPwOnT+dS3/udUZRfSE3lkuD88r7NyjI1eAwL43Vo2xb/yCy/f/wed27cUKIETlAdzJ8c6zDDbs0aNqbUjqV2F+bjR/fu7cI3U1GliuWhZ2ZiIo7JGexsIuwqWRrrqrfH97r38B0Nwx8BXZEjN0ZPXCKsz8pyqy32MHgwsIw44neCCAZrY4dWrbCXmuHTXqcU4x9LiJI1vm7r/PF0kysgYiamPf6Gq7hxAyhWTB1nW8vRHj7MOT+RELFVFeYpCObywYPcgBa0E0SqkV6UPJg/UriwQ/v74Qe+Zmd7V0HnroJXg5VaYx3zxWewc+8iMzNTmTze79/VVcyezRO0Pn281zl7Atb0o+QKTrz+uvfbIExetMZEmDKFZ0FmpdSVKm0HERAaegZpaVZOrBAytFAyt38/T4I++MCAV16JR5cu56HTZZsMVMTy/PP23WkliR8a5csDf/8N+Pszq6lQ8CtIXbzY9khakpQ06ogX+WE+YkTezfbvT0FIyGm5XXp8+mmyV1hfFy+qzDqiqyB6RDXQyshQ3XuEC0SbNlb3FRubiZIl9yrn8qOPPBs0GTIEyvkSZtlENxBAxdCr5nc4flxzgsTIxEr5jMEAvP32LaWtOt0e/PjjGo+2V5Q/+vmp7dXpUkEUgK/zROrNcOsWNv/Awtw1a/KqL780v17PoHLlHjjgplWtiEMHBDA54cyeZHn/RjzaoIdzwVshxuRscEWD3NxcREZGgogwZcoUACpjwc+PA2H3G2Ji1FyAON03b0ooXfqY8nt3734eublcldy6NV9fQ4YYNdfDHKxZ49lr2B0Ix/KePfl1fj8T163j49eqBb5o5BO1dCZrOPYOXw0Q64HdseYMsWYNf65BA4tvSxLwwQfqPdm7tymjxhIuXlRLnE9p8m+xsaoOFxHw1FPAnb4yLdJB9oU5NF8bnjBenz1bDcqaL35+PCk0x4UL7BVgC8nJaq6SSHWCPiw7IaQQIdMVMTof7hlcvqzG5sUQcN48ft2xY8G2zQfPQq9XCeubNgEYOhSnKAR64sTEX2McjCbl5ABE+Io+AhGXxtqCwcCJIPO+64P3spSy67MuWZKrEMaCYi6ljTfGHzuG46LkxspyNDycdTy9iOxs7l83bgTKUhySqSgHaq2xK0V2ykZ1weHp05Xy7wFFlirBaG/rfy9YoJ6+li15fqBd3nuPk2VEHEh2c7jsMMTz7IcfABiNWPxTCoh47piTA9w6ckQJTp80j57m5gJ//MEnT5JgNLLUPZGq93r7No8FN2wouIogb8OrwcoHDQ9KsPLq1asgIgQGBnqMeXQ/ogD9DByGqBArWpQzqwLPPKPpXL2M5GSgbl3uaBVYmc0eO3YTOl0CiICIiCu4cMHC9Ve3Ljde1lNNT2cW6fTpqmFF3snVOrz00iisXBmNuLhcp4S5tduOHy/2fxnjx8uK72lpHImtWVNOrckQ2pwhIejXmzXmzEWeFy5Mhb//HbmN8Vi0yHulkxkZWu1KgMvN38LSxztx5F2kUceNA4jwS5tfUaMGMH686X527MhGSMhNeR8Z+OQTz1t0Cn1FIUsaGSlK2OPlYHYKEhMlrpkmAvz9sWdLGipVYq1SSeLf7dIlI+rWvax85/Dw37Fnj4VZtgcgBM3btVNNAYg2I5wicL5CBZuB7dmzefunn2Y5oZAQ8X3fhJ9faQwb9r7HDFR69wYmTlQNONqVEkHnpfjTHlNYwGAAAgORSoWRdNSKhoIDWLp0KYgIZcuWZVkCqMTpDh1c3u1dDdY15e+olejIyMhBrVp/KNdq1apXER4uyUG4LM19Ow4jRvyv4L6ABRw/rpY251eZoRbaEtLbt6FQs3P7DURkJKAjI875s9NYtDVGvjB+e+01i2/fvs0yy0TA1Kl5Jw0pKdwObfnWRx/x9k8+afmQv/+uJpDe6HJVjWK7oM0iAra1azv90Tw4f14Nsr7wAuus7dnDlRriPDdvzl2aOSHIXqC6Xz/+fKFCwLJl6nph1LCtRg33v4APdz2mTQPq1OEgCqAGlgYPLth2+eB5CCb5hx+CdfmIsFzHbLN1fp2xa5cDO4mNBYjwru5HEDEpwRri400TIsOGcXVZcjJwbM4cgAgJOp1bbtuAUhijLE2bmnqk5eYCBxeuw8wq72IijcZXQR9g06NtEdW+fd6glRfQuzcP7UUCqWdP4HXiwXUaEWK3b+fzqtVj2LaNM+5WJkmGnByclh9a8wL7g4jjm/llVKiVDrG2dOnimYSdoxDVMqJsPidHZfMuWsTrtleuDBAhpmpV0w8LTbawMECSFPPEIkXUZOgXX6jX1/0akvEFKz2IByVYefDgQRARyjkiSO/DXQ2jkQeERMzWEpAlVfJtYulMKc/48VGaoFQm1mtlbTIylFlx7uXr+OADwN9fMntY/Q2irxEUNB1lyizA44/Px5UrrgdUtMjMBMLDs+TJ1kvcF0iSqgSvFXnZuJGpPh98YF4xC4MBGD5cLU0PCNiD//6zUfruIbz/Ph+vVCn1nIUEjME1Ii5ZB5TZ5LDW+9QBpoxZs3Lh58f6iTrdBcydu98r7dy3T7STT6/QMNQuzZodUkVFmzeHPAZFp05A+/bm10QG6tb9Are9SNW7dIlJWevWsTqACDQRxeIhaoF0G7WZI0dyO997D+jQQXxuIxo0eBinT3s+GKzFgWkx0Al37Mi3HNNAlEtmZ+jegU4n2XVft4bWrVuDiDB27FgA3E80aZJ/iZSCwuOPc/Y8Ksp0vV6vR4cO08CO5ebXfBKCg5/Hb7/9VhBNtguhlyiCWPkN8ZxbuxbA3r1KtG3CoEsgAkYVZ5Hpa/7+yLY0hnviCd6BDeO0Cxfy6lMnJnK3L36nokV5rhcTo7oc2/IpjIpSPxtVpBv/899/jn/x2FjAYMC0aWxAYCXW6hTEc6JTJ9PJUWKiaUll2bJ8ml94gVmkrVszi+rMGcv7/ftvkTyESYAi/tgxxUX3oB1zIx/uD+j1akzeYFCZxtOmFWy7fPA8Dh5kskJmJhRHtB1UHkZZu7KR/2EcO2ZnJ/KgsFvIvza76T171PlNWBiwZInp+1GyBoFDhmt2IElqYlqY5pQowTyFv/9Wk5JiWbfO7UM6hf79+biiCO3GDaB4UQO2UluACHtKl4Y0YQJHNKOjlc8dOcKyHpakqGLeegsgQhKFojglomJFNfGdXzh3jnOLH36Yd/nll/yv7BAVS+Hhann6+PG8rkkjAwwGNiMCsXb2xX//VT8sHooPPwxAlcgQSih6vapzOm9e/n6v/IQvWOlBPCjByo0bN4KI8LB88/hwb0OU15QowWXSubnMAqte3ZRtWSDIzdU476gYM+ZnEO2WH/JGvPiihDfeAJZMOAuJCDdK1kPbtuYBqTsgeh9Eb2HkyL0wenjGLES6R44U7MrNaN36Fbz88lnc/PUvyBE8pqUIGAxAerpSWbF1KzN0WrVSA5VhYXNw6JAXFaA1uHKFJ7TMYBBGHTloS3UhBQXxBfHVV0BYGJ5sxOzJX35h9szAgTlKm/38/saff3ov0p2Vpbbzv//4nDVsCHSOOIBBuheUdowIl+mM48dj6FD+t21b07J/ne4EPv54scevB0vQTuxPngSqV89VznGzBt8zU1270SuvAB9/jOef4QC4bCQJogwEBdVWXdu9CYMBwwrPlI97FV98McP+Z3btAogwqNASEAFjxjh/2H379oGIEBAQgOtyae6sWSrryprM5/0AxR3VAiRJwuefLwXRXs11vBOtWr3s9cC1O7hxQ73nHNUT8yRmzOCuS9FLlCdVt+q2R+HCEoIpC9d1XHsa/eKLeXfwxRdM59WIukmS5XJngRMnVN0y80UwTa0FbyWJWcTdu3M3QARUL3ILmY1b8WzXEWRn8zMnKAi4fRtpae7fN2lp6sTbkrLG2rWWv6/or4mAxx7jR/u0aazVKRZRDqpNgAFAVLNmABGOFSrksjuvD/cuhg1Tr51Nmwq6NT54HbI+1fZiLPa3kPrZH0P8xWPsRqGnLPZNksQBTOHdWbMmM/7NcaC4zLAXmiVuQgSXJk4E5G5MYaVrl7fe8sjhnML33/OxteaHv/wC1KaTyCY+UduFnI/GCFIoK5mTWS6fTsYVXQmACCNpit1E3IMCo5GJFURq9fzNlz5EYWItcpF431O6NEBm7ErxI/XsiYMH1etHjGOEIVlERN4qhvsJvmClB/GgBCsXLVoEIkJHn3jMfYHcXPUhGh6efwLb5tDr+YFdq5acidu1i/n8RYtaLDkYPXo8iGbmeej3johCRHCC/DoVRM8hJKQQKld+FkR7UbQol615CpLEXj6lSnGw78oVbbn5HXlgdIyFx4hYyEYTkJIkNcO6ejVQunSm/Nl0lCnzvluGKa5AZFtffBHo0EEYzuxCX6qGy9/KpeDx8ahYgb/jH38ADRqIAKARQUHjsHlzlNfbKXxzBgzQrLxwAUhKQoMG25QgYI9q3+Pc8Sy0aAEQ6eHnx+c3JGQ4Pv54NGJjPXgxOIk7d4D27W/LbdXj009XMfWpXj3VUpgID9djZmNoqF5e9QG+/fZbr7UrPp5/VxELzVi2DhFFuZ2BgbNwzd4NdOcOsHUrHm/E96EtIXZL2LRpJyIiIkBE6NOnD2JjOZHibUfJuxHbtjEr0bwbeO65iyBajMcf/xb//vvvPSHJsmkTszjuinhTQoIiujhzImtXvufP1uVxfn4O6SJ++y2TTrTqCIJMn5MD1K/P1+tDDzF7KCfH1Dimb1/bupZy5TMWL1YDebbKG/NAOMCFh3usPmzmTDlwWt367yicWcPDmQktStkbN1alRrQl49qlalVT/6L448cVDbm9wpHAhwcK0dGcTP/wQ5cUEHy41zB5MtClC06NGCGzzfzQrT5HFnNyrARlZPH7EoEcANIyMTMzgYED1T7muecsEzHSb91CtrzRRUcTQnYg1EMGDeJ2iwoD7eLJ+Ygz2LmTj1+mjPp4kCTOyY0hpv4lEyFOm2maPVupCtKOSSQJmBLBWg1XqQJCKFMxavSBn/Xh4ZrKi8mTMYMGK8/JK1eAk7LopoEIF0TJ4DvvKA/+bnJhxbPPMufl/Hm2DiDi6+x+hi9Y6UE8KMHKadOmgYjwwgsvFHRTfPAQUlO59LBr14IdDIrJ2erV4JnQww/LFDkLzjMAFixYgICAZ0E0GkTTQGTQDAKOISioPr76airGjVM13bxRatG0Ke9baGwJQwl1MWDF6NnqCs33SUpSVwcGimDUWTRuPMCrZcnWcPiwyoTZtQsICck2+R4DBlxCcrJ4nYuwMHFub6Nw4eexd+/efGlnRgYLTFuaMN+5Y0D16gctToaJAD+/bdixwxEhJM/j1i1mTK1Ywa8lCWjQ4JScMT2EY9Vrmza2fHmMGgWUKCFYmPvQpUtXrzJBBwzIOwDatEkE4I3o0OFTh/YjAhI2tNjz4NNP94IoG0QbUbt2NzzxRJbJ6fCmo+TdBlEBJCYUQvdJklR2g4kMhg/OQbajNf6xGq1bA0GUjSvEdcxWtStlbN6ssgWnTeNr8rPPmDHZvr1WUoPveS2iozkZYC9++MYbvI+PPlIZi/7+TjBThVBlo0YOfsA2Dh1iMzl7CYOMDK7YiIvj16dPA3Pn8mT9u+/Uazo8nM38Jk7kZfLkvCXiwlX2RFiYj1X5gMJotFxy6sP9g/PnORg9cqTp+l0luMOZTW8gJYUraCpUsFBaPGkS0qiQ0reIafiFC6rruJ8fs+ut9bt75drcWH9/j/U1whegYUN+fecOs/xffpnXFy5ccDqDmZmqSdqVK+r6s2eB8OAc7CVmsewLDoEkn9j02k3znGMAmPf9NSQSs1KnNRqLb7/l7+oDIz7ezKH8yhUYdf5oRWwa+/TTfB3slnVUdpYvz9s9+SQHz6csszqf8fcvuIB3fsEXrPQgHpRg5ZgxY0BEGDJkSEE3xQcPIien4E2BhMvze+/JK8RsPSSEtbcs4Ny5cxg/fjwaNmwIog4gOgGiuXj22b44e/acovdHBMjSdx7Hu+/y/ocP59fHj/PgZORIoGzZkyACihWbhTs1akAiwq+Vx6F3TwN69VLFxf38bsjt3IRevQYhuwBH50KebehQYOFCoHChLOhILU0vUuQciA6DSASw9qJp0+dxXlviXsAwGiV06xYNohtghisvOt0FzJ4dVWDtEpP1Zs3UdXFxRgQEMCMgICAGjSKi8BwtRy9ajl5lY1CihCixT0HFis8gOTnZq20U+p6PPWa6vnt3wVg+iRkzFtnch8GgDoQt3bq5ucC4cdlo3/42mja9iDffPITFizfIv5d5cJkDG5UrWy7duh/x4Yfq9xdstOLFOWA0fz6/Dg5mUwAfHMPly+wYeu6cvGL/fl4pSTh9mtlbwmDgpi4YGSJZdOQIkJAASeLJ7kMPqWXclSuzbMojj1ieSAgdYlcg3E2bN+fXgrFYtbIRvdrHY+pUOzuQO5ufGs/Go4/yfW0PZ84wC6hXL9Pl+edVhqQ7EjEGA7P227Y1NZCyhLh9+5Apn8g9rmhJ+OCDD/cEhDZvpUqm64/MmAEQIZuC8E6Ps0q/qu37UlOBkcOy8eOoWHmszev/+ov/J+Iy2c2bbbchWo5qbvWEC5kM2fcH/v4cHBw6VH12EJl6BRQEGjfmdqxcabr+xx+BWnQKmcSd/r9UBHryx6gn9iljMu3z4Wv/DwAinPIvC4PWRc4H6+jVCyeoDoL8mIiwZAlwZuVKGOSL4+j06erg78ABhQQTEMDj4fBwDnY7VW1xj8LjwcrU1FSHl/sND0qwcvDgwdCaHvjgg6cg9Dfq1ZNXSBLPaojM6n0t48LJk/jll1+we/duZd348dyh//yz9zKYCxdyE5s0yXuMRYvS5YFJAsqXeRatq+2xEIxJkv9PwnvvTSrwks6NG4GOHU31oVLLlkV7eglEGSZtDw2dj6++mg5DAdLd0tLylskK5OTkYNasoyBah0qV9iElJSV/G2eG+Hg1iKeVnPz226Q814XpcgQREa1wPB+idadPq8Ewbcw8af1OFFKCiefw228H83748GGgVy9cmbsJRFwmKy6NnBwuh92yJQtVqly18B1534UKxaJmTS41qlKFBcofNPzwA5+THj2YmccyBhw0unKFDSe++KKgW3lvQZRRWQvyXboENG+cjQvEOl0/1xyC/fuB/ZWfxz5qil6P3bR5j4aGMmu6bl1+LdgSliAZjdg1ciSiHnvMZIl+8UXsnzwZd65fx+XL6uRE6E0WK2IwOaZNIrucRetT5zCI2IhMi8REU/aLI06qTz1l1QjW4xAO4EcKF/axKn3w4T7GnTuqluPNm/LK2Fjg0CHsDKwHEGEqfaD0Q1WrquMKIQkkno9TprBOtlj36KNWuQ4mOC8LWu786COPfS9JYmb8r79yH/7cc2q77gazKFm6OQ+jFeDnwfv+3wBEyKAQPF90ncVnQlW6oAQ1d47+LP+/xD0GZUwta7uP9x+nBNQTEoCttWpxsDJEZrRWqYKoLaoHgzOVSvcLPB6s1Ol08PPzs7mIbe43PCjByl69eoGI8MP9bMfqQ4EgIUF9ACoDlj171JV79lj/sMHA1I8KFXD9cLxSzn7wIHD1qnfbHRurlgR+9VXeZpUrl232gM8F0SQQfQSiBGV9jx75bAfoDPbvB/73PyyauxUNG65F0aLr0bz5JmQVsKrzn3+yaHqrVta32bgRaNmSjSruBgh3YC1ZSJKAFSv0ePHFrShe/FMQDdEsL6FPn9eRmE9RAkkCZK1vbN+ueSMlBQeq9EAYXZSv2Qx8/vkl0w/LOlPRj42BYGEBwLFjEiIj75jdB6koXHgSqlZdAJ1ONWjavDkbd+4Ay5fnv5Pk3QKjkZlnIkaTksKlxYL9LkkPTjm8p/Dll+qE1hqysoDJNb8AiBBPpVBIwyjXLkOHMvtELDNnqozNtDQu/7NWqaDPysJWEdG0smQSYVdkJB4ruQZE3IcBwPFjEn4s8Sk60n8g4nJCq5AtlOtGciLkn3/UtxYvZtJG8eJcLf7xx+rh27Y1/W5iWbUq//RGL/77L/Ryg47McMDUywcffLinIbrEdesALF3KL1q1wpyeLJSbTmGI8LutGHytXctsSVvJlSFDHJMQuL57N0CsF5hswdTTU5AkNoXcutVrh3AKK1YwM3LpUsvvnzqhxxa/VgARdtGjKBSUoySRf/wRmPbRUVzyKwYQ4UDhUr6kkg2sXMnj4ddf16xs1Qo5FIh6EZwIbdkSOLrhCNLkC3hbp07IXLASNWrw9fz22wXW/AKFx4OV0dHRDi/3Gx6UYGX79u1BRFjsTn2TDz5YgdCXMXl4CnXsRx+1Plu6eFGhgzVsKCE0lEtL8guCCaXTmRouAPyQqlrVgPDwRAQHH8Wjj36ITz75BCtXrsTs2RtQo8YpdOp0psC0a+5lXL2qnvf4+IJujWMQTNyaNS0zryRJwtmzZ7F06VL0778ZRLH57hb5/PPcxsmTzd6YPRtXqASK+m1QJgT16qWgUyeg0+MSOoVsQyfaiEdrJKBs2VxERMSjRo3LirERm15dQUjIDnz55WpFe3PvXqB1az2++so32PXBO9i+na9XraEApk5l+uqlS8p2+qwsnPdn/a3JASNQka6gYsB11KrFSan69V1vg1GvV3SpjESIeeghRDdogOgGDbC1Xj3sLlsWVwT1mggZRHidXsYbr2vui5EjsYceAREnasw1MRVUrw49+SMwgOU6xo5liY/Wra1P7j/4wExbqwCQmZiIY4UKAUTskOqDDz7c93jlFU0SVwzs/Pxw9dBtHCCuV54Z8ZbIh6JCBTWpOuTRffij30rUr52LihWBOnVYRsNRbO3Th9ls4eFe+373Ks5H7UEysQvo2mL1QWRE9+7A6WXLcFl+Vl0KDETcvn0F3dS7GuvX87VaqZJm/LFiBUCEfeW7o0gRSWFYflXyY/n574ch7dkwtFgxTlo/iPBpVnoQD0qwskmTJiAirPcp+/vgBXzA0id44w3Nyrg4rk+zZZ/6zz/cuddpqrAcHSn98BQkibNeRKyJ7AgSE3kCnZnp3ba5iuPHmSl6twcBGzbk8+6s63RB4c4dVf/NnlmGCBra1afzMITrb4MGZgHVlBQgJASJ5IeKZX6yyWowX/z8NuO998bj0KFDBS514MODh6wsDu4RsaEDAFVsUrijydgpO+TkEOEckULLzszUfNYFRMvCU5lE2G1FbEoyGnF66VLsK1lSuXkWFm8Ao7ZcgAjNdXsV9tCmTbxERWnccseMwZnO74FIZf5rl9Gj1WdWoUJ5TkGBQDIasb1KFYAIiTodruRnxtEHH3woMMjylOjcWV4hDDYXLMCQ0r8BREiiAJzYHaf04yJomVqsEv6mpzD/i2twhRh5QtYGjOrWzZNf6Z6DNU/PvePGKUz3fwpXwJoKDRTn9CsBAcxM9cEm0tPV8cfp0/LKrCxm5ty5g7NngQYNOGDpRwZsIDYPOEF1UIUuomXLAm1+gcLrwcpt27ahf//+aNmyJa7JdkXz589HTEyMK7u7q/GgBCtr1aoFIsLWu4XH7sN9hb//ZtOCiRPN3rhxw/YHp00DiLDzsY/zsmfyCTk5zKJ0tBJi8WJ+cLVo4d12uQrBcp0/X11nNBasY7wlfPopt7NXr7zvJSayvMDdBhGEtCeOXakSb5ffc/akJA6o+vvndehFv36cGHjjDTz77Bj4+78Mor4Wl3LlPkSLFtPx0kuLEBsbl79fwgcfzNCypVmfNngwrxgxwmQ7yWjEbpm2c5QIhp9/dvvYF//9FxnyBC+6d2+72xv1emyRS7lBhO2VKyM3I4MfbFWqYCH1s5gUqF1bNa/5/nt1fXAw65wuWsTxToGdOx2XSpGMRlzauBHbBgxAVMeOpkv37oh56y2cXroUehfkQVJjY5VApZ4IB/M7Q+ODDz4UGPbt436qRAl57D5qFK/o0wexl3NwPiCcA4pPP41Dh7gfW7wYuHouGyBCZ/oHRKwP6QxOyQPxbCIkKFGkBwsZGUCfPiwNcv265W22CeqrZtldtiziHxTXQw+gY0c+ddZU9DI//xqrqTsWUV/0iIzBdSonX5sBWF6qHg5OnYrU2FhkJiYiNyMDRr0eiWfP4uyqVbhwHxPIvBqsXLlyJUJDQ/H6668jODgYFy5cAADMmDEDTz31lPOtvcvxoAQrK1SoACLC/v37C7opPtyHMBpdDDLKVuLTO60FEfDMMx5vmscxdCg/uIYOLeiWWIYYK/btq647epRNU1q3Lrh2mUPImhYqxNlLLb74gp0LP/ywYNpmDcuWcfDgvfesbxMfr44LC+KxsnatlYHrxo3qCT9/HklJSZg3bBg+J8JHAQGYMGIEvvpqLo4eteJ65IMPBYSPPuJLV5FVmDtXjfCtW8e6BzIlP27wYKSK4GK9em7pcemzspTS5v0lSqgsSQewfcgQ5Mrt2FajBrdjyBDkUCD6VN+LBg2gLCVK8NcJCwOaNuW+Wtyq7g7ZDDk5Sgm7vSWNCAeKF0fUo48iqnt3bBswANsGDrS4bO3fH9ENGuCaTP/UE2GbA4Z6Pvjgw/2DnBxmnpUpI2vWC92OYsUAvR4xspPOLT8/ZCUnqx+US8br0zEQARs2OHfcrfXYwGdHxYqe/Dr3FCRJlQexNSbd8+mniG7UCNGNGmHH8OE+jUonMWUKn+Nnn7Xw5sWLaslVZCQMTZvjix7rsVHXzKFn7q7IyHz/PvkFrwYrGzVqhN/lurzw8HAlWHno0CGUKVPG2d3d9XhQgpXFihUDEeHUqVMF3RQfHkScPw/89Vfe9Z06AUQY0OocSNbnKkhkZHCwx1bgVVQg3q3yr9u2qZluYeaxbBmvu5tKEiQJqFZNqRgyQbt2vP7HHwukaVaRnW0/ACkrG6BWrfxpk8MwGFgNv2JFZjwbjawaTsQRbqiMUJtuxT74kM9YvZqvS0V38vTpvAP/qVP5mq5bF9uJtSVBhN+Da+Pjd+ww/K0g6gku6UohcqlkbveoUTDI7Yhq2ZKfgURchqB5yNy6BXToYPp1QkK45NtdRD3zDECEXCIcKloUW2vXxtY6dXipXRs7KlXCwWLFkOLAxMraEuvvj6OzZrnfWB988OGew82bmu5Mr2cHMCIgOhq5GRmIlRMaW/v0UT+0dy9AhBI6NhJzhuh35/p1pb86YO6O+YDhv/9UBr41Ca3Dh7nSxhHTIh/yQlZwQaFCZgZ8336rPgc7djR5ppcpAzxOX2JThWqI1+ksPjcTdDquSrhP4dVgZWhoKC7JouXaYOWFCxcQHBzs7O4cxuTJk9GsWTOEh4cjIiIC3bt3x2k71O6oqCgQUZ7FmYDcgxKsDAwMBBHhqrctln14oJGbC+zaZbZy5041emZeZlaxIkCEulUyQCQ7ChYQLl4EBAHltde4NHzFCtPy6XPnVB0xjbfDXQW9Horzovgtxo1Tv9fdhPHjuV1avdDUVEB4VciPn3sKEyZw2/v1K+iWsM6mCW7cMJ0VbN/O92VKCnJzmc1KZF+9wQcf8hNJSdwfx2kVCTZvBgYN4ozH449zlgng2cTs2YgZNEgJWCYTIbphQ5yYN89hVsnJhQuRI38+xkSM2XFMmAAMogFqSfigQSwse/lynm0NBiCm9zSspy7Y3vdH16sVNDi3di2yBLvTDuvRkJODMytXMmOyfn1sr1wZe0qXtrlEP/wwdgwdijRfh+GDDz4IiNJjmQof3asXQISrAQEsiQEA69Yhk0KU2E1SkmO7Tjh9mg11iHA5IMAptvv9CEkCHntMTeadtVAYU7Uqv79jR/63736A0Qg89BCfw3nzNG9oM4wnTiirk5NNq6skoxGZiYlIu3EDKZcv4/bJk8i+z2NOgHPxtQByEuXKlaPz589TlSpVTNZv376dHnroIWd35zC2bt1K77zzDj3yyCNkMBjok08+oSeffJJOnjxJhQoVsvnZM2fOUJEiRZTXERERXmvnvQi9Xk96vZ6IiMLDwwu4NT7cr8jKIqpUiSghgejyZaLKleU3mjcnqliRKDaWaNIkoo4diQICiFq3JurcmdJOXKVTu0OJiKhZswJrPlWtSvTpp0RDhxL9+isvREQTJxJ98gn///HHREYj0VNPEZl1kXcNAgKInnySaMUKolWriFq0IDp5kt+rU6dg22aOAQOIwsKI+vVT161dS2QwENWsSeTFR47bOHKEqFAhourVTdfv389/C/JavnSJ6M03+ZY7eZLIz09+o2xZXgTq1iXasIGoaFG6eoFIkohCQojKlCmQZvvgg0UUL07Us6fZyo4deTFHWBjRm29SmzffpM/2lqSXjn1HNUlP7Y4cIXrlFbrx2mt0pUwZyq5QgSgignShoXl2oTtxglqcPk1BRLS7XDlqPWuWS+1u25ZoDP1O1fwu0ChpBzWeO5fOdulCNZWHowp/f6I2WZuI6F+idj2I/PJs4hQgSZT50ksUQkT7IiKozW+/2dzePyiIavbsSTXznGgffPDBB/vQ63n8qRs+nKhDB6JevYiIqPns2XT7jz+oosFA2z/4gNrMmkV08SLFUSQREYWGEhUrZnvfmQkJtH/4cKq6bBk1MBgoWaejOzNmkF+A02GO+wo6HdGPP/KY//hxoiZNiLp04fE/Ec9Xbt7k/33jOtfg58fzwhMniJo21bzx2WdEMTFEY8fyWFrGmTP8NzKSiENTfhRaokR+Nvneg7OR0C+//BJ169bF7t27UbhwYcTExGDhwoWIiIjAD9bURb2A+Ph4ENk2hBHMymStDoaTeBCYlcnJyQrrNCcnp6Cb48N9jLZtOZs0bZrZG6IOWadjJpefH7vygDOqn38ODByY7821iHXruFxaGNUUK8aZsq1b+bWfn3MlKwWBNWu4raVKMbuuQgV+LZ/yuxLHjgG9e/MlQsQO83crJk1SKz82bzYtDd+wgcs3jxwpuPalpansWkvqC5Ygyolq1/Zq03zwwS1kZTl+b9WqBehIjwX9J2BHpUqKUY6jy/4SJdwyb5Akvp/8KAcxhdgl/FJgoHUmYu3akIj4ZnQTwhk9nQhxPl0HH3zwwUuQJODVV3nMYW1sHNW5M0CE80FBzIZ85x1spbYgYnK8LVzfvRtXRbmNLDtxviDLsO5CxMWp+pWPPKKuF1Ov4sVZX9QHD0NobWmwYgXPEzt2LID23EXwuhv46NGjERoaCp1OB51Oh5CQEHz66aeu7MplnDt3DkSEY8eOWd1GBCurVKmCsmXLomPHjtiyZYvN/WZnZyM1NVVZYmNj7/tg5bVr10BECAgIKOim+HCfQ0h4VKkCZGaavfnqq+pEsH59CxvcXRASf0RcRr1pEz+AFJOHuxh6PQcoixXj0m8iLnE30Vu5y/DHH+rl0a9fwZjTOIr9+9WgqlgiI4GJEy2OXQoEwpTk8ccd2/7nn3n7+9BHz4f7BOfPAzVrAuXK2b/PbtxQ82OixDD91i0c+v57RHXvjqgmTRBTtSp2VKyYZ9lWowYOT5/ukTaLZ2Lr2mcVM5royEigWzdTnQaDAQgKwmbqgNKlDHjpJdePmZ2aisvy5D6qfXv3v4QPPvjggw08/TT3c5Mnm70hSYAkIeXKFSTLg6Ydw4cDmZlYMuUyiLiM2RoSz57F+aAggAhxfn6I7tEDqdbEGR9wGAys7CPCIJIENGyozmF8yD9kZ/vklLwerASAjIwM7Nu3D3v27EFaWpqru3EJkiTh2WefRZs2bWxud/r0afz88884cOAAdu7cicGDB0On09lkY44dO9aizuX9HKw8ffo0iAhFixYt6Kb4cJ8jLQ0oX54fjhMmWHizfn3b6de7DCtWMNtPNHf2bNnx8B7A4cPMCBU6nDNmFHSLbOPIEXb/zqN5epdiwwbgpZdU1qpYunRhjZuCxpUrqr6qI0Qt2YfDI6YePvjgDWRlAbJcGQ4etL3t0qW8XaNG+dM2a0hMZPMDImDNu18qHcVBInYOErh8GSDCDP/3QAR07er6MaO6dgWIcMPPD+m3brn9HXzwwQcfbGHWLO7aWrTQrJw5k+nt27YBAKJkjb9zwcEw5OTg1i1g/Xo1uGaOhNOncSIsDCDCdX9/XNu50/tf5D7CihX8m4SH83PIB/dx9CjQv7/jGqsPMvIlWFmQGDJkCCpXroxYF7InXbt2xbMW/eUZDyKz8sCBAyAiREZGFnRTfHgAsHgxPyBDQ4E8fk5ZWXkoczt38jzNXTMBHywjJgbo29dXAuJNpKQAv/zC1/znnxd0a1QMHMj3YkiIbQmA69dVcx03ql598MHrkKsJYY/4+PbbvN3w4fnTLlvo31/1m9gq0/WvECHz5ZfVjWQdhneLLQARMGKEa8e6tHGjUu6+7ZVXPPMFfPDBBx9s4Pp1lcmuMMreeINXPvccACDl8mWVXTl0qM39Xdu5ExdkRmWCTodzwkDNB4cgfg8iJgH44D60TNVPPrG8jcFwd5AV7gY4E6x0WqK7Q4cO1LFjR6uLt/Hee+/Rn3/+SVFRUVShQgWnP9+iRQs6d+6c1feDg4OpSJEiJsv9joyMDCLymev4kD/o04eNBbKyiIYM4celgpAQoThMRPxe165sVnP4cH639MFAmzZEixcTBQUVdEvuXxQtSjRoENHRo0SjRxd0a1T89BPfX9nZRD16EJ0+bXm7YsXYUOrdd4lq1crPFvrgg3No25b/xsTY3q5ECfZ1a9fO+22yh0GD+O+//xI9/O8mivPzo0pEtGfZMvUBGRtLRESnA+oRkWtmaMbcXLrTsyeFEdHB4sWp9Zw57jfeBx988MEOIiOJHnmEu7N16+SVw4fz3zVriC5coKKVK9Ph9u2JiKjiDz9Q4uefW9zX9V27SHrsMXooN5eu+/tTyp9/UvVu3bz9Fe4rlCtH9OKLRNWqEX30UUG35v6ATsdeOkRE06axmaw51q3jcz5tWv627V6H08HKRo0aUcOGDZWlbt26lJubSwcPHqQGDRp4o41ERASA3n33XVq1ahVt2bKFqlat6tJ+Dh06ROXKlfNw6+5tiGClPVd1H3zwBHQ6DpIEBXFcMifH+rY3bxIlJbHb2t3mVO2DD86ienV29b1bEBrKjvAdOxI98QS7dVpCWBjRwIFEP/yQv+3zwQdn0aYN/92+3SwRZoZJk4iuXCG6G+a47doRrVzJyYJiFSPpyjvvEBHRo7m5FCtcugcMIBo0iE7lVCMiotq1nT9OzBNP0MNpaZRGRKXXrXvgnXJ98MGH/MNzz/Ff4URNdesSPfUUd9STJxMdOEBNpk+nq35+VBGgS+Mm02+z7tCtW5xoSb5wgY788APp27WjigYDXQoMJN2OHVSta9cC+073KnQ6oqVLic6fJypbtqBbc/+gRw92XE9PJ/r667zv//470eXLRNeu5XfL7m3oAFvDOccxbtw4Sk9Pp6lTp3pid3kwZMgQWrx4Ma1du5ZqaagdRYsWpdDQUCIiGjVqFF2/fp3mz59PRETff/89ValSherVq0e5ubm0cOFCmjJlCv3xxx/0/PPPO3TcO3fuUNGiRSk1NfW+ZVn+8ccf1KtXL2rTpg3F2KMj+OCDh3D+PAdvbOG//ziIUrMm0Zkz+dMuH3x40KDXEwUGWn4P4IGtDz7cC8jKYiazXs/PmGrVCrpFzgOSRIeCg6mJwUB7g4PpkcxM0vn5UVqKkYoU52xHUhJR8eKO73Nr797UbuVKIiKKefVVavvrr95oug8++OCDRZw/T1SjBidsb9wgioggdZAvUKkSnW/enCJWrqSi8io9EZkPT2IDAsh/+3aKfPTR/Gm8Dz44iHXrOAlavDhRXBwXDBIx0zIykscmx44R1a9fsO0saDgTX3OaWWkNL730Ev3qxcHPTz/9RKmpqdS+fXsqV66csixbtkzZ5saNG3T16lXldW5uLn300Uf08MMPU9u2bWn79u30999/OxyofFCQnp5ORD5mpQ/5C3uBSiKi48f5b7163m2LDz48yLAWqDQaiR5/nGj6dCKDIX/b5IMPriA0lKhZM/5/+3bL22zcaJvRX5AAiAxGPyr6+uuUS0TNc3Jox9tvExHR6XMcqCxTxvFAZW56OkW3a6cEKqPbt/cFKn3wwYd8R/XqRH37cqmsn4g+PP440fPPc4aJiOjNN6l6bi6dI6Ik4iypdnhy3d+fdpcrR7R5sy9Q6cNdiaefJqpQgSg5mWjtWqL4eKJPPuGye72emZcPeqDSWXisBmTXrl0UIsLHXoAjBNB58+aZvB45ciSNHDnSSy26f+ArA/ehIHHhAtE33xCNG0dUurTpeydO8F9fx+6DD97HtWss0TBwILOZf/6ZKCqK6NAhnmRERBR0C33wwT5eeYWofXuixo35NUCUksLaq0ePcuVhtWpEe/fyursFCxcSTZzI99+oSZMoeulSap+SQg3mzKEbb7xBwCPUsSNRqVKO7e/QN99Q6Jgx1D4ri4iItjZuTO02b/biN/DBBx98sI7Fi81W6HREf/xhuq5ZM6pKJagcXaKiFEt7YzKpcEQRCouIoPIlSlD5fGutDz44D39/HoNMnEg0ezbPb/ftU98XGtU+OA6ng5XmrEQAdOPGDdq/fz+NGTPGYw3zIf/gM9jxoSDx8stEu3YxU2TSJNP3fMxKH3zIHxiNRB06cKnWd9+xjt62bfzexIm+QKUP9w7efFP9/88/2RgqNpaoRQtmCEsSUaNGd1egkoiNrs6cIVq2jGjUqBLU5sYNOl6qFNXPyKBLTzxBjePiaPPmMLv7Of7LL5Q7ciQ1SU4mIvp/e3ceF1W9/w/8NTMMA8My7JssghDiggugggvuueVSN61rmbfSS2W5tHfzavUrzdTSa5ZLmXZLrXvVm980Rb3gvu9aigqCrIICwzYDM5/fH3M9OjKglDoDvJ6PxzyYc877nPM+04cT8/ZzPh8UyWQ4N3kyEj/99H5fAhHR7ycEcO4cctASerhCeLVFyx7WToqoYf7yF9OYoL16mR7/vnABeOstIDgY+NOfrJ1d49PgYqXmRlft/5HL5YiMjMT777+PgQMH3rPE6MFhz0qypjfeMA28vWgRMG0a4OlpWi8Ee1YSPSgKBbB9u+lffbdtM81MDADduwN//at1cyP6vby9pYm0sX+/6aeTEzB/vvVyqsujjwIvvACcOGEqWkZGOkD944/QDhmCjiUlSE1IQOLx43Xuf+6HH1D8yivomp8PANAD2Ne+Pdp8/z0S+D9RIrIBNTWmSXYMBuCpp27bmJUFlJUh+3/9J1uwGyU1QmFhwPnzN8d7//vfaz85SHfvrouVly5dQmhoKFbcmJmQmgwWK8mahg839Zw8c8ZUtBw+3PQYnLs7sHixaX1EhLWzJGr6goNN4/mtXw/k5Zn+kSA+HuCkwdRYxcWZCu9hYcCbbwIbNgBz55rGlLI1Hh6muSY2bzb1rvz734GwwYNx4K230HX2bCSeOIGdUVHw++ADuLduDWE0QhiNyPzPf2BYsgTdcnMBAAYAeyMiELpiBRK7d7fuRRER3eLHH4E//xnw9wcefxxQqW7ZePEiAOB8UD8gC2jZ0iopEv1ht05MyULlH3PXX0EiIiKQm5sLn/994mPGjMHChQvh6+t735KjB4MT7JA1yeWmcWx69gR27TK9li0z9S6p9a+uRHRfyWSmHl5ETYGdHfDww6b369aZHrW+j8Or/2FjxtwsVk6fbvp97DprFnbsO4C+qf9Fr99+M33Dv8Wtf4XvDQqC35Il6Dl48INNnIjoLjz2mKnHZHY28N13wLPP3rKxTx9g/34cn98WyAI6dLBamkRkI+56NvDbJ7jZtGmT1COPGjf2rCRri442zZpmb29afvFF2/5CSUREjY+t/39l5EhTT6OzZ4Fbn/gO+HIH+mAe/gM/VP9vnRGmXpRXZTKkduqECxs2ICEzE2EsVBKRjbK3B6ZONb2fM8c0hrCZrl3x0QJn/PyzaWI/Imre7rpYSU0XJ9ghW9C7t2l21p9/BiZPtnY2RERED5ZGA4wYYXq/atXN9b/+CqRgGj6IyYVSCEAIyIWAQgh4G41IPHoU4Td2JCKyYRMmmO51584Bq1fX3u7nBwwZArRu/eBzIyLbctfFSplMBtmtD+D/bx01fuxZSbaiQwfTHyhERETN0XPPAePGmR6XBIDSUtMEdAC/vBNR4+fqappcEzDNklxRYd18iMh23fWYlUIIjB8/Hqr/jYRbVVWFpKSkWgWudevW3dsM6b5jsZKIiIjI+gYONL2MRtOTBm++aZpoTq0GXnrJ2tkREf1xU6cCS5YAmZnAvHmmMXoBIDUV2L4d6NcPSEy0bo5EZH13Xax85plnzJaf4swXTQYn2CEiIiKyHUIAL7wAZGWZZs7duBGIibF2VkREf5yjI/Dxx8D8+abC5A3/93/A3LlAURGLlUTUgGLlihUr7mceZEXsWUlERERkOxQK4PXXgYwM4NVXgYAAa2dERHTvjBkDjB4NyOWmf5zZuNFUqAQ4EzgRmdx1sZKaLk6wQ0RERGRbXn7Z2hkQEd0fMpnpBQA7d96cXAwAOna0SkpEZGM4GzixZyURERERERE9cL16Aa1a3Vxu1856uRCR7WCxspkTQrBYSURERERERA+cTAZ8/bXpZ3y8aUIxIiI+Bt7M6fV61NTUAGCxkoiIiIiIiB6sXr2As2cBLy9rZ0JEtoLFymbuRq9KgMVKIiIiIiIievBat7Z2BkRkS/gYeDN3o1ipVCqhVCqtnA0RERERERERETVnLFY2c5wJnIiIiIiIiIiIbAWLlc1cWVkZAD4CTkRERERERERE1sdiZTPHmcCJiIiIiIiIiMhWsFjZzLFYSUREREREREREtoLFymaOxUoiIiIiIiIiIrIVLFY2c5xgh4iIiIiIiIiIbAWLlc0cJ9ghIiIiIiIiIiJbwWJlM8fHwImIiIiIiIiIyFawWNnMsVhJRERERERERES2otEVKxcvXozQ0FA4ODggJiYGu3btqjc+NTUVMTExcHBwQFhYGL788ssHlGnjwGIlERERERERERHZikZVrFy7di2mTJmCv/3tbzh27Bh69uyJwYMHIzMz02J8eno6hgwZgp49e+LYsWN455138Morr+Df//73A87cdnGCHSIiIiIiIiIishV21k6gIebPn4/nnnsOzz//PADgs88+w5YtW/DFF19g1qxZteK//PJLBAcH47PPPgMAREVF4fDhw5g7dy4ee+yxB5m6TRICKC6uBqCGnZ0GZWUCh3IO4XLxZUR4RqC1V2s42DlYO00iIiIiIiIiomZBrQZkMmtnYV0yIYSwdhJ3Q6/XQ61W48cff8SoUaOk9ZMnT8bx48eRmppaa59evXqhU6dOWLBggbRu/fr1GD16NCoqKqBUKmvto9PpoNPppOXS0lIEBQWhpKQErq6u9/iqrKu8HGCHSiIiIiIiIiIi21BWBjTFkfpKS0uh0Wjuqr7WaB4DLywshMFggK+vr9l6X19f5OXlWdwnLy/PYnxNTQ0KCwst7jNr1ixoNBrpFRQUdG8ugIiIiIiIiIiIiOrVqB4DBwDZbX1hhRC11t0p3tL6G95++21MmzZNWr7Rs7IpUqtNFfu9WXtx8dpFuKpc0S+sH5ztnVFjrMH3p76Hi70LRkWZerLml+Xj5c0vo41XG4S6hyLGPwZtfNpALms0NW8iIiIiIiIiIpulVls7A+trNMVKLy8vKBSKWr0oCwoKavWevMHPz89ivJ2dHTw9PS3uo1KpoFKp7k3SNk4mM3UtHtA6AQOQcNtWO7yQMM5szdHLu7Dp8o/YdPnmOk9HT/QM6YkeQT0wovUIhHuE3//EiYiIiIiIiIioSWo0XeLs7e0RExOD5ORks/XJyclISLi90GYSHx9fK37r1q2IjY21OF4l1a+zf2fMHzgfL8a+iL6hfaFWqlFUWYQNv23Aa8mv4VT+KSnWKIxWzJSIiIiIiIiIiBqjRtOzEgCmTZuGp59+GrGxsYiPj8fSpUuRmZmJpKQkAKZHuLOzs7Fq1SoAQFJSEhYtWoRp06ZhwoQJ2LdvH7766iusXr3ampfRaIW5h2Fq/FRpudpQjSO5R7Dz8k4czjmMKO8oaduC/Qvwc9rPeLfXu0gMSaz3UX0iIiIiIiIiIiKgkRUrx4wZg6KiIrz//vvIzc1Fu3btsGnTJoSEhAAAcnNzkZmZKcWHhoZi06ZNmDp1Kj7//HMEBARg4cKFeOyxx6x1CU2KUqFEt8Bu6BbYzWy9URix4MACXC65jO3p29E9qDve7fUuHm71MIuWRERERERERERUJ5m4MeMMWdSQqdXppsvFl/HJ3k+w/Ohy6Aw6AECMfwxejHsRwx4aBh8nHytnSERERERERERED0JD6muNZsxKalxC3EKwaMgipE9Ox6vxr0KtVONI7hE899Nz+GjXR1Jcmb4Mx/OOo9pQbcVsiYiIiIiIiIjIFjSqx8Cp8fF38cfcgXPxVo+3sOTwEqz7bR1GRI6QtqdmpGLY6mFwsHNAJ79OiAuIQ5cWXdClRReEe4TzsXEiIiIiIiIiomaEj4HfAR8Dv7++Of4NJv8yGaW60lrbPBw9sPqx1RjYaiAAYPul7dh8YTP8nP0QoglBiFsIQjQh8HHysVjUNBgN2Hh+I5YdXYaskizoDDp4OHog0DUQyx5ZBjcHt/t9eUREREREREREzV5D6mvsWUlWNb7jeIzrMA5pRWk4lHMIh7IP4WDOQRzLPYZrldcQ6BooxR7IPoB5++bVOoaDnQOCNcH4dtS36NKiCwDg/dT3MWfPHJRXl9eKl0GG7x79Tlr+5vg3qKqpwpi2Y+Du6H4frpKIiIiIiIiIiO4Gi5VkdXKZHJFekYj0isRT0U8BAPQGPU7mn0Rrr9ZSXLfAbng1/lXkaHNwueQyLhdfRo42B1U1VThfdB6uqpuVeaVcifLqcng6emJC5wnoG9oXKjsViiqKUFhRCHuFPQBACIH3U99HenE6Jv8yGcMjh+OJtk+gV0gveDt5P9gP4n8MRgO2XNyCf5/9NzZf2IwZiTPw19i/AgDK9eV4d8e7mBgzEVHeUVbJj4iIiIiIiIjofuFj4HfAx8Btm96gx5XSK8gozkCP4B5SETK/LB+lulKEuIVI6+ra/x8H/oGVJ1biVMEps22RnpEY234spidOBwBUG6pxuuA0FHIFlHIlAlwCoHHQWDyuURhRWFGIq+VXUVhRiGpjNRQyBRRyBQDAW+0tFRu1Oi0+3f8ptDotSnWl2Ja+DZeuX5KO9fXwr/GXTn8BACw5vARJPycBAOIC4vBo1KMY03YMQt1Df8/HR0RERERERER03zWkvsZi5R2wWNk8CCFwIv8EVp1YhS0Xt+Ds1bMAgBdiX8DioYsBANml2Qj8NNBsPyelExRyBYQQeL7z85j/8HwAQEZxBkIX1F1AfDH2RXw+9HMAQFFFEbw+8TLb7ubghqejn8bwyOGID4yHk70TAGD/lf34eM/H+OncTzAKoxSfEJSAse3H4qnop8x6mFrbmYIzqDHWIMIzAmql+p4f32A0oERXguKqYhRXFaOiugJqpRqd/TtLMUdyjqCyplJalkEGlZ0KdnI71BhrEBsQK21be3otCisKAQBO9k7wVnvD28kb3mpvBLoGQqlQ/q48jcKIakM19AY9dAYd9Aa99AKAhzwf+l3HJSIiIiIiImoMOGYlUQPJZDJ09OuIjn4dAZgKiPuu7EMLlxZmMQEuATAYDdAZdCiuKjYbE7Oy+mZBzFtteoTcw9ED3mpv2CvsYRAGGIwGCAg42ztLsa4qV0zsPBEuKhe42Lsg1D0Uj0U9JhUob9UtsBvWj1mP/LJ8/Ofcf/DDmR+wI30H9mbtxf4r+zGq9SipWPntiW+Rrc2Gi70LnO2d4aIy/XRSOkFAoEdwD+m4q0+txuWSyzAKIwxGA4zCaHovDFDKlZjRe4YUu+rEKpwvOl8rNyEEHJWOeLfXu9K6SZsnISUjBQ52Dugb2hd9W/ZFfFA82nq3tdgr1SiMKKkqwbXKa8jWZiP9ejoKygvg7uiO5zs/L8XFfxWPtKI0FFUW1TpGO592OPXCzV6yY9eNxbmic7XiAKCNdxucefGMtPzhrg9r9bC9wVXliuI3i6XJnKb+MhWZpZmQy+TQ1ehwteIqCsoLUFBeAE9HT2RMyZD2jVkag+N5xy0e18XeBaVv35xg6oX/ewFnC8/CW+0NL7UXglyDEO4RDo2DBu4O7uga2FWKHfr9UGSVZEFAQK1Uw9PRE9G+0VJbjvSMtDj5FBEREREREZGtYrGSyAJPtSeGPTTMbF2ASwCyp2VLy2X6MuSV5UEIAblMbtaj0cneCdXTq2Env/OvmFKhxJJHljQoP19nX0yMmYiJMRORo83BmtNrkFGcAX8Xfylm8eHF2H9lv+X9nXyR91qetLzkyBKkXk61GOto52hWrFx7Zi02pW2yfC1yJV7u8rJUiHRzcIOHoweuVV7DprRNZvv1adkHO57ZIS13/LIjTuafhEDtzt6d/DqZFSuvVV4zK1SqlWq4O7hDrVSjpVtLs31burU064VqFEboDDpUG6rh4ehhFvtwq4cR6RUJIQTK9GW4WnEVV8tNRcgw9zCzwt8vF3/Bb4W/WfwcfJx8zJZvH4pAIVPAXmEPe4V9rXwP5RzCkdwjFo8bogkxK4KW6kprFVc3X9gMwPTZX3vjmrT+nyf/CQDwd/aHj5MPPBw9UGOsQVVNFRRyBcI9wqXY7Ze2o7iqGDqDDkZhhFwmhwwyyGQyuKpcMSRiiBRbXFUMV5Ur5DK5xZyJiIiIiIiIGoLFSqLfydne2azAc7u7KVTeCwEuAZgWP63W+mERw9DaqzW0Oi3K9GXQ6rXQ6rTSxEO3Ghw+GGHuYVDIFJDL5FDITT/lMnmtQtvwh4Yj3N3ydXs4eqDaWC0trx+zHkIInL16FpvSNmFP1h4czD6I3LJclOpKzfYt0ZVIhUonpRN8nX0R6haKFq4tap1v9WOroVKo4KX2gruje73jkv7y1C91brvdJwM/sbj+Ro/PW33c/2NcKb0CIQTsFfbwdvKGj5MPfJx84GLvYha75akt0meplCulsUstWTh4IbJKsqRCaUZJBi5dv4SK6goApkffb+y/cNBCFFUWQQYZKmsqcaX0Ck7kncDx/OPwcPQwK66+u+NdXC65bPGcnfw64ehfj0rLE/9votm4qbcK9wg3K1YO/X4ojuQcQah7KCI8IhDtGy29wj3Cpd+DGmMNjuYexeGcwyipKoHOoINGpYGPkw+ivKMQ5RUFR6VjnZ+LtQghkF6cDq1OC7lMDl9nX3irvdljlYiIiIiI6D7hmJV3wDErie69Ul0pCisKEeYeJq27cO0CnO2d4e7gDpWdyorZNU3P//Q8MoozkKPNwdWKq7heeR1KhRIqhQrRvtHY+ZedUuzoH0cjR5sDlZ0KcpkcQggICAgh0MK1Bb4d9a0UG/RpEK6UXrF4zlC3UFyabCp6anVauH3sZtbL9VaxAbE4NOGQtFxYUQhPR8+7KgoKIaTxQHU1OlTVVEFnMP10VbkiWBMMwFR0Ts0w9SCWyWRSb1EZZFAr1Qh1D5V622aVZGHevnnYeH5jrcKtg50Dpnabio/6fSStq6qpgoOdwx1ztZR7ia4EWp0WRmGEm4Ob1DO5oroC6dfTIZPJIJfJYRRG5JXlIaskC1dKryA+KB59Q/sCMH2+S48sxeWSy7X+IcBV5YqhEUPxcPjDAABdjQ4Xrl2Au6M73B3c6y0SX6u8hpSMFGmIg4LyAhRVFqHGWAOjMOJPUX/Ck+2fBABklmRi4saJZsNI3HgPACMjR+LVhFcb/BkREREREVHjxzEricimuapca00EVF8vVfrjlg9fftexPzz+w13Hpk9OR1ZJFi5ev4jfCn/DyfyTOJl/EqcKTplNHOSickHf0L5QKVTwdfKFvcIeJboSZGuzcabgDNp4t5Fi9QY9QheEwknpBHdHd5Tpy2AwGkyPo8tkGBc9Dh/2+xAAcLX8Knzm+tTK64ZxHcZh5ciV0nH7rupbZ2z/sP5IfjpZWl5wYAEA02P8Nx6bL6ooQlVNFdwc3KS4zJJMPPSPhxATEIMg1yC4ObhJPZMVMgUejXoUiS0TAQAHsw9i2pZpKKosQlFFEa5VXoNBGKRjzRs4T+opfSLvBBK+Tqgz31n9ZknFyvNF5/Fa8mt1xvo4+UjFyvNF5xH9ZbS0TaVQQa1US5M+/T3x79LYs5euX8JjPzxW53GjvKKk9xXVFdhycUudsT2De9a5jYiIiIiI6AYWK4mI6Hezk9sh1D0Uoe6h6B/WX1pv6dH5WwuBt7rRM/KGk/knUVVThTJ9GfLL82vF55XdHG/VUi9ce4U9VAoVHOwcoLa7OQu9DDKpKHprb1EBgVJdKcLcbvb0DdIEYXqv6ejs3xn9w/pLk2LpDXqkX083myAqJSMFOoMOe7P2Wry+Vh6tpGKl3qDHnqw9tWKUciXs5HZmY3/aK+zh6egp5SmTyeDj5IMg1yAEugaiS4suUqxcJseYtmPQ0q2l2VisRmFEqa7UrFBYXl0OD0cPFFcVS2O46gw6afut/y38nf2REJRgGuJAbRrmwFPtCXuFPeQyOTr7d5ZiA1wCsGrkKqlQe+tLb9BLE5gBwN6svZiRMgNfD/8aQZogi58bERERERE1T3wM/A74GDgR0YNXWV2JE/knoKvRwdneGQq5Qiosuju4I9Q9FICp6FhQXgAHOweo7FRSEe33uFEQ/D373ehVmqPNgVavlR5/NgojhkYMRXxQPADTY9U70nfA09ETnmpP6efveYT8jzIKI7Q6La5XXUdVTRVUCtPnp3HQSMXZ+0EIgY5LTBNquTm4YVa/WZjQeUK9Y7kSEREREVHj1pD6GouVd8BiJRER0b2VVpSGp9Y/hYPZBwEAHXw7YGq3qRjddrRNTrRERERERER/TEPqa7+v+wkRERHR7xThGYE9z+7BwkELoVFpcCL/BMb/ZzwCPw3E18e+tnZ6RERERERkRSxWEhER0QNnJ7fDy11fxoVXLuCjvh8hRBOCa5XX4ON0c8KkwzmH8cmeT3Cu8JwVMyUiIiIiogeJj4HfAR8DJyIiuv8MRgO2XtyKga0GSuNXvr3tbczeMxsAkBCUgEGtBqFLiy6IaxFnNpEQERERERHZtobU1zgbOBEREVmdQq7A4IjBZus6+XfCoPBB2HpxK/Zm7TWbcT3MPQwnkk5IkwFt+G0DcrQ5UClUkMlkkEEGuUwONwc3BLgEoLN/Z07iQ0RERETUCLBYSURERDZpdNvRGN12NHK0OVj36zocyD6Ag9kHcb7oPEp1pWazli8+tBjJl5ItHkcGGfTT9dLyO9vfwdHco/B38Ye/s+kV4BIAfxfTzxBNSL0zwxdVFGF35m5UVFfgyfZPSusXHVyEGmMNegT3QEe/jrCT286fWUIIlFeXm31miw4ughACzvbOaOvTFpGekXBVudZ77URERERE95vt/BVNREREZEGASwAmdZmESZgEALheeR3pxelmMb1CesFF5QK9QQ8hBAQEjMKIoooiVBurzQqH+67sQ0pGisVzKWQKVE+vlpZf2fwKdqTvgEwmg6vKFQajAYdyDsEojAjWBJsVK785/g2O5B4BADgpnRAfFI+ewT3RI7gHon2j4aX2+l3Xf6bgDLR6LTJLMpFZkonrlddRXFWMEl0JWrq1xP/r+/+k2G7Lu+FqxVX4OPmgpVtLeKu9IYMMv1z8BV1adMG3o741uzYB89GAnO2d0ca7Df4U9Se83v3135Xv/ZBZkolJmybBIAxo79MeXVt0RdfArghwCbB2akRERER0j7FYSURERI2Ku6M73B3dzda92+vdu97/gz4fIK0oDbllucjV5pp+luUiR5sDvUFv1rPwdMFpnLl6ptYx2ni3QVxAHGqMNVIh9Ml2T8LP2Q97svaguKoY2y5tw7ZL2wAA7X3a4+QLJ6X9+6zsg1JdKQxGA/QGPSprKlFZXYmK6gp0C+yGrU9vlWL7ruqLgvICi9cSGxBrVqzMKM5Afnk+Ll2/hP1X9pvFujuYf2Zj2o2BEAKFFYU4XXAa+eX5KNOX4WD2QYR7hEtxVTVVGLV2FFpqWiJYEwwfJx842zujoroCZfoydPDrgF4hvQAAeWV5eHnzyyjTl0Gr06JMX4YyfRl0Bh2qDdUY33E8Zvc3jUNaWFEIv7l+UsH0xjDqN5afjn4aq0atAgDoDXpsPL8RALApbZOUW5BrELoGdsWUrlPQPbg7AOBy8WUsO7rM4ucFAAPCBiCxZSIAIEebg8WHFtcZmxiSiAGtBkj5frb/szpjE4ISMCRiCACgVFeKOXvm1BkbGxCLka1HAgAqqyvx4a4P64yN9o3G6LajAQA1xhrMTJlZZ2yUVxTGRo+Vlv/+37/DKIwWY8M9wjG+43hp+YPUD6Az6CzGBmuCMTFmorT88e6PodVrLcb6O/vjpS4vScuf7vsURZVFFmM9HT0xNX6qtLzo4CLkleVZjHWxd8GbPd6UlpccXoKs0iyLsQ52Dmb3hBXHVuDi9YsWYxUyBd7r8560/M+T/8Rvhb9ZjAWA93q/Jw0p8cOZH3Ay/2Sdse/2ehcOdg4ATENVHM45XGfsG93fgKvKNH7Xz+d/xr4r++qMndJtivSPH1svbsXOyzvrjH0p7iX4u/gDAFIyUqR7kiUTYyYiWBMMANiTuQebL2yuM3Z8x/HSfeJQ9iH859x/6owd234soryjAAAn8k7gx7M/1hn7eJvH0cGvAwDg7NWz+P7U93XGjogcgbgWcQCAtKI0rDyxss7YIRFDkBCUAID3CN4jeI+4Fe8RJrZ2jyAWK4mIiKiZ6RHcAz2Ce1jcdvu8g/MGzkNxVTEMwoBSXSmqaqrQPag7QtxCau37andZreEAABY2SURBVMKreDXhVRiFEWcKzmBX5i7sztyNfVf2IdIr0iz2eN5xFFcVW8zhetV1s+UWLi3gYOeAQNdAhGhC4KX2gpuDG9wc3KQvDTckP50MrV6LXG0uLpdcxvXK6yivLkeXFl0wNGKoWezqx1abLZfry3Gl9AoOZB9AiObm9WWWZOKXC79YzBUApnabKhUra4w1+NfZf9UZe73S/NoMwlBn7K38nP2wdNhSGIQBR3OP4kD2AZwuOI2s0ixknc1Cj6AeUrHySumVer/Yq5Vq6UtGfll+vbFCCOlLxrXKa/XGTuk6RfqSodVp642d0HmCVIioqqmqN/bP7f8sFSKMwlhv7MjWI80KEbN2z0KNscZi7ICwAWaFiLn75qJUV2oxNiEowawQseDAAuSW5VqM7ejX0awQsfjwYly4dsFibIRHhFkhYtnRZXV+sQ9wCTArRKw8sbLOL+tuDm5mhYjvT39f5xdwpVxpVoj48eyP+OncTxZjAWBG4gwoYCpEbPhtA1afXl1n7OsJr0uFiJ/P/4zlx5bXGfti3ItSIWLrxa1YeHBhnbHPdHhGKkSkZKRg1u5ZdcY+3uZxqRCxJ3NPve1nSMQQ6Z5yMPtgvbGJIYlSIeJY3rF6Y+MC4qRCxOmC0/XGtvFuIxUizhWeqzc2RBMiFSLSi9PrjfVWe0uFCN4jeI/gPeIm3iNMbO0eQSxWEhEREUluH6+xk3+nBh9DLpOjvW97tPdtjxfjXgSAWj1X1jy2BkZhhJ3cDkqFEo52jnBUOsLRzhEaB41Z7NG/Hr3rc7f3bd/gfG9wsndCpFdkrcKqp6Mnlj+yHBnFGcgszURRRRHK9GVwsneCi70LOvh2kGK91F5YNHgRXFQucLZ3hrO9M5yUTlDZqaCUK+Ht5C3Fuju4I3taNgDTuKLAzc9fBpn0BQ4wPZ4+IWaCWV5l+jIczjmMA1cOoKNfR2m9v4s/XunySp3XGRsQK733dvKuNzY+KF567+bgVm/sjYItYPos7/a4KjtVvbExATHSe7lMXm/s7f/9J8VNqrPX1O3/nZNiklBVU2UxNtQ91Gz5uU7P1Vm0aOHawmx5XPQ4FFYUWoy9tT0AwJ/b/Rm9Q3pbjL399+LxNo8jLiDOYqyj0tFseVTrUWjj1cZi7O0Tbw2LGIaWmpYWYwHTf4MbHm71MLzV3nXG2ivspff9wvpBrVTXGeukdJLe39qWLHFzcJPeJwQl1Nsmbh1+Iq5FXL2x/s7+0vuOfh3rjQ3SBEnv2/m0qzc2zD1Meh/pFVlvbKTnzXbZyqNVvbFtfdpK74M1wfXG8h5hwnuECe8RN/EeYWJr9wgCZOL2LgRkpiFTqxMREREREREREZG5htTX5PVuJSIiIiIiIiIiInpAGkWxMiMjA8899xxCQ0Ph6OiIVq1aYcaMGdDr9fXuN378eMhkMrNXt27dHlDWRERERERERERE1BCNYszK3377DUajEUuWLEF4eDhOnz6NCRMmoLy8HHPnzq1330GDBmHFihXSsr29fT3RREREREREREREZC2Nolg5aNAgDBo0SFoOCwvDuXPn8MUXX9yxWKlSqeDn53e/UyQiIiIiIiIiIqI/qFE8Bm5JSUkJPDw87hiXkpICHx8fPPTQQ5gwYQIKCgrqjdfpdCgtLTV7ERERERERERER0f3XKIuVFy9exD/+8Q8kJSXVGzd48GB899132LFjB+bNm4dDhw6hb9++0Ol0de4za9YsaDQa6RUUFHSv0yciIiIiIiIiIiILZEIIYa2Tz5w5E++99169MYcOHUJsbKy0nJOTg8TERCQmJmL58uUNOl9ubi5CQkKwZs0aPProoxZjdDqdWTGztLQUQUFBdzW1OhEREREREREREZkrLS2FRqO5q/qaVcesnDRpEp544ol6Y1q2bCm9z8nJQZ8+fRAfH4+lS5c2+Hz+/v4ICQlBWlpanTEqlQoqlarBxyYiIiIiIiIiIqI/xqrFSi8vL3h5ed1VbHZ2Nvr06YOYmBisWLECcnnDn2AvKipCVlYW/P39G7wvERERERERERER3V+NYszKnJwc9O7dG0FBQZg7dy6uXr2KvLw85OXlmcW1bt0a69evBwCUlZXhtddew759+5CRkYGUlBQ88sgj8PLywqhRo6xxGURERERERERERFQPq/asvFtbt27FhQsXcOHCBQQGBpptu3XIzXPnzqGkpAQAoFAocOrUKaxatQrFxcXw9/dHnz59sHbtWri4uDzQ/ImIiIiIiIiIiOjOrDrBTmNQUlICNzc3ZGVlcYIdIiIiIiIiIiKiBroxgXVxcTE0Gk29sY2iZ6U1abVaAEBQUJCVMyEiIiIiIiIiImq8tFrtHYuV7Fl5B0ajETk5OXBxcYFMJrN2Ovfcjco2e45Sc8E2T80J2zs1J2zv1JywvVNzwvZOzU1TbfNCCGi1WgQEBNxx0mz2rLwDuVxea5zMpsjV1bVJ/RIQ3QnbPDUnbO/UnLC9U3PC9k7NCds7NTdNsc3fqUflDY1iNnAiIiIiIiIiIiJq+lisJCIiIiIiIiIiIpvAYmUzp1KpMGPGDKhUKmunQvRAsM1Tc8L2Ts0J2zs1J2zv1JywvVNzwzbPCXaIiIiIiIiIiIjIRrBnJREREREREREREdkEFiuJiIiIiIiIiIjIJrBYSURERERERERERDaBxUoiIiIiIiIiIiKyCSxWNnOLFy9GaGgoHBwcEBMTg127dlk7JaIG27lzJx555BEEBARAJpNhw4YNZtuFEJg5cyYCAgLg6OiI3r1748yZM2YxOp0OL7/8Mry8vODk5IThw4fjypUrD/AqiO5s1qxZiIuLg4uLC3x8fDBy5EicO3fOLIbtnZqSL774AtHR0XB1dYWrqyvi4+OxefNmaTvbOzVls2bNgkwmw5QpU6R1bPPUVMycORMymczs5efnJ21nW6emJjs7G0899RQ8PT2hVqvRsWNHHDlyRNrONm+OxcpmbO3atZgyZQr+9re/4dixY+jZsycGDx6MzMxMa6dG1CDl5eXo0KEDFi1aZHH7nDlzMH/+fCxatAiHDh2Cn58fBgwYAK1WK8VMmTIF69evx5o1a7B7926UlZVh2LBhMBgMD+oyiO4oNTUVL730Evbv34/k5GTU1NRg4MCBKC8vl2LY3qkpCQwMxOzZs3H48GEcPnwYffv2xYgRI6Q/3tneqak6dOgQli5diujoaLP1bPPUlLRt2xa5ubnS69SpU9I2tnVqSq5fv47u3btDqVRi8+bNOHv2LObNmwc3Nzcphm3+NoKarS5duoikpCSzda1btxZvvfWWlTIi+uMAiPXr10vLRqNR+Pn5idmzZ0vrqqqqhEajEV9++aUQQoji4mKhVCrFmjVrpJjs7Gwhl8vFL7/88sByJ2qogoICAUCkpqYKIdjeqXlwd3cXy5cvZ3unJkur1YqIiAiRnJwsEhMTxeTJk4UQvMdT0zJjxgzRoUMHi9vY1qmpefPNN0WPHj3q3M42Xxt7VjZTer0eR44cwcCBA83WDxw4EHv37rVSVkT3Xnp6OvLy8szaukqlQmJiotTWjxw5gurqarOYgIAAtGvXjr8PZNNKSkoAAB4eHgDY3qlpMxgMWLNmDcrLyxEfH8/2Tk3WSy+9hKFDh6J///5m69nmqalJS0tDQEAAQkND8cQTT+DSpUsA2Nap6fnpp58QGxuLxx9/HD4+PujUqROWLVsmbWebr43FymaqsLAQBoMBvr6+Zut9fX2Rl5dnpayI7r0b7bm+tp6Xlwd7e3u4u7vXGUNka4QQmDZtGnr06IF27doBYHunpunUqVNwdnaGSqVCUlIS1q9fjzZt2rC9U5O0Zs0aHD16FLNmzaq1jW2empKuXbti1apV2LJlC5YtW4a8vDwkJCSgqKiIbZ2anEuXLuGLL75AREQEtmzZgqSkJLzyyitYtWoVAN7fLbGzdgJkXTKZzGxZCFFrHVFT8HvaOn8fyJZNmjQJJ0+exO7du2ttY3unpiQyMhLHjx9HcXEx/v3vf+OZZ55BamqqtJ3tnZqKrKwsTJ48GVu3boWDg0OdcWzz1BQMHjxYet++fXvEx8ejVatWWLlyJbp16waAbZ2aDqPRiNjYWHz00UcAgE6dOuHMmTP44osvMG7cOCmObf4m9qxspry8vKBQKGpV4AsKCmpV84kasxuzCtbX1v38/KDX63H9+vU6Y4hsycsvv4yffvoJ//3vfxEYGCitZ3unpsje3h7h4eGIjY3FrFmz0KFDByxYsIDtnZqcI0eOoKCgADExMbCzs4OdnR1SU1OxcOFC2NnZSW2WbZ6aIicnJ7Rv3x5paWm8v1OT4+/vjzZt2piti4qKkiY3ZpuvjcXKZsre3h4xMTFITk42W5+cnIyEhAQrZUV074WGhsLPz8+srev1eqSmpkptPSYmBkql0iwmNzcXp0+f5u8D2RQhBCZNmoR169Zhx44dCA0NNdvO9k7NgRACOp2O7Z2anH79+uHUqVM4fvy49IqNjcXYsWNx/PhxhIWFsc1Tk6XT6fDrr7/C39+f93dqcrp3745z586ZrTt//jxCQkIA8G94ix78nD5kK9asWSOUSqX46quvxNmzZ8WUKVOEk5OTyMjIsHZqRA2i1WrFsWPHxLFjxwQAMX/+fHHs2DFx+fJlIYQQs2fPFhqNRqxbt06cOnVKPPnkk8Lf31+UlpZKx0hKShKBgYFi27Zt4ujRo6Jv376iQ4cOoqamxlqXRVTLCy+8IDQajUhJSRG5ubnSq6KiQophe6em5O233xY7d+4U6enp4uTJk+Kdd94RcrlcbN26VQjB9k5N362zgQvBNk9Nx6uvvipSUlLEpUuXxP79+8WwYcOEi4uL9F2UbZ2akoMHDwo7Ozvx4YcfirS0NPHdd98JtVot/vnPf0oxbPPmWKxs5j7//HMREhIi7O3tRefOnUVqaqq1UyJqsP/+978CQK3XM888I4QQwmg0ihkzZgg/Pz+hUqlEr169xKlTp8yOUVlZKSZNmiQ8PDyEo6OjGDZsmMjMzLTC1RDVzVI7ByBWrFghxbC9U1Py7LPPSn+neHt7i379+kmFSiHY3qnpu71YyTZPTcWYMWOEv7+/UCqVIiAgQDz66KPizJkz0na2dWpqNm7cKNq1aydUKpVo3bq1WLp0qdl2tnlzMiGEsE6fTiIiIiIiIiIiIqKbOGYlERERERERERER2QQWK4mIiIiIiIiIiMgmsFhJRERERERERERENoHFSiIiIiIiIiIiIrIJLFYSERERERERERGRTWCxkoiIiIiIiIiIiGwCi5VERERERERERERkE1isJCIiIiIiIiIiIpvAYiURERER/S4zZ85Ex44drXb+6dOnY+LEidJy7969MWXKFKvlU5+4uDisW7fO2mkQERER2TwWK4mIiIioFplMVu9r/PjxeO2117B9+3ar5Jefn48FCxbgnXfescr5G2r69Ol46623YDQarZ0KERERkU1jsZKIiIiIasnNzZVen332GVxdXc3WLViwAM7OzvD09LRKfl999RXi4+PRsmVLq5z/Vnq9/o4xQ4cORUlJCbZs2fIAMiIiIiJqvFisJCIiIqJa/Pz8pJdGo4FMJqu17vbHwMePH4+RI0fio48+gq+vL9zc3PDee++hpqYGr7/+Ojw8PBAYGIivv/7a7FzZ2dkYM2YM3N3d4enpiREjRiAjI6Pe/NasWYPhw4fXWm80GvHGG2/Aw8MDfn5+mDlzptn2zMxMjBgxAs7OznB1dcXo0aORn59f6xpuNWXKFPTu3Vta7t27NyZNmoRp06bBy8sLAwYMAGB6LD44OBgqlQoBAQF45ZVXpH0UCgWGDBmC1atX13tdRERERM0di5VEREREdM/s2LEDOTk52LlzJ+bPn4+ZM2di2LBhcHd3x4EDB5CUlISkpCRkZWUBACoqKtCnTx84Oztj586d2L17N5ydnTFo0KA6eyxev34dp0+fRmxsbK1tK1euhJOTEw4cOIA5c+bg/fffR3JyMgBACIGRI0fi2rVrSE1NRXJyMi5evIgxY8Y0+DpXrlwJOzs77NmzB0uWLMG//vUvfPrpp1iyZAnS0tKwYcMGtG/f3myfLl26YNeuXQ0+FxEREVFzYmftBIiIiIio6fDw8MDChQshl8sRGRmJOXPmoKKiQhpb8u2338bs2bOxZ88ePPHEE1izZg3kcjmWL18OmUwGAFixYgXc3NyQkpKCgQMH1jrH5cuXIYRAQEBArW3R0dGYMWMGACAiIgKLFi3C9u3bMWDAAGzbtg0nT55Eeno6goKCAADffvst2rZti0OHDiEuLu6urzM8PBxz5syRljdt2gQ/Pz/0798fSqUSwcHB6NKli9k+LVq0QGZmJoxGI+Ry9hkgIiIisoR/JRERERHRPdO2bVuzQpyvr69ZD0OFQgFPT08UFBQAAI4cOYILFy7AxcUFzs7OcHZ2hoeHB6qqqnDx4kWL56isrAQAODg41NoWHR1ttuzv7y+d69dff0VQUJBUqASANm3awM3NDb/++muDrvP2Xp2PP/44KisrERYWhgkTJmD9+vWoqakxi3F0dITRaIROp2vQuYiIiIiaE/asJCIiIqJ7RqlUmi3LZDKL627Mim00GhETE4Pvvvuu1rG8vb0tnsPLywuA6XHw22PqO5cQQuq9eatb18vlcgghzLZXV1fX2sfJyclsOSgoCOfOnUNycjK2bduGF198EZ988glSU1OlnK5duwa1Wg1HR0eL10VERERE7FlJRERERFbUuXNnpKWlwcfHB+Hh4WYvjUZjcZ9WrVrB1dUVZ8+ebdC52rRpg8zMTGm8TAA4e/YsSkpKEBUVBcBUIM3NzTXb7/jx43d1fEdHRwwfPhwLFy5ESkoK9u3bh1OnTknbT58+jc6dOzcoZyIiIqLmhsVKIiIiIrKasWPHwsvLCyNGjMCuXbuQnp6O1NRUTJ48GVeuXLG4j1wuR//+/bF79+4Gnat///6Ijo7G2LFjcfToURw8eBDjxo1DYmKi9Fh33759cfjwYaxatQppaWmYMWMGTp8+fcdjf/PNN/jqq69w+vRpXLp0Cd9++y0cHR0REhIixezatcviGJxEREREdBOLlURERERkNWq1Gjt37kRwcDAeffRRREVF4dlnn0VlZSVcXV3r3G/ixIlYs2aN9Ij33ZDJZNiwYQPc3d3Rq1cv9O/fH2FhYVi7dq0U8/DDD2P69Ol44403EBcXB61Wi3Hjxt3x2G5ubli2bBm6d++O6OhobN++HRs3boSnpycAIDs7G3v37sVf/vKXu86XiIiIqDmSidsH5SEiIiIisnFCCHTr1g1TpkzBk08+ae107uj1119HSUkJli5dau1UiIiIiGwae1YSERERUaMjk8mwdOnSWjNu2yofHx988MEH1k6DiIiIyOaxZyURERERERERERHZBPasJCIiIiIiIiIiIpvAYiURERERERERERHZBBYriYiIiIiIiIiIyCawWElEREREREREREQ2gcVKIiIiIiIiIiIisgksVhIREREREREREZFNYLGSiIiIiIiIiIiIbAKLlURERERERERERGQTWKwkIiIiIiIiIiIim/D/AYyIpsfHEmIRAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_moisture(0,600)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "id": "xy7sIs0z_Kk6" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "training from 0 to 300 plot from 300 to 500\n" - ] - }, - { - "data": { - "image/png": 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HxLoPHz5EmzZtMGrUKOjq6uL+/ftYsGABrly5Inr9mzp1KlJSUrBnzx6Eh4eLthWWc5Dndag4dOnSBT/99BOGDBkiCjQV9baU5z0vPwMHDkTbtm2xY8cOPHv2DOPGjUPv3r1FtyXAA3i7d+/G+PHj4ePjg3v37qFz585i099luXPnDgDAxcVFbLm6ujqcnJxElwsJBAJ4enpKrc2ZlZWF7OxsvHjxAvPnzwdjDMOHDy/Use7cuYMaNWqIBTtzb3vnzh3R+5Ysitz2RXltlecxb2xsjF27dsHLywsTJkzA0qVL8fnzZ3Tv3h3VqlXDunXr8r0uhJBvCCOEkG/c5s2bGQCJk6amJluzZo3E+rnXWb9+vdR9tm7dmgFgaWlpco1h+vTpDAB7+/at1Mtr1arFPD09ZW5f0OV5nTlzRnQdVFVV2b179+TaLjs7m2VkZLCnT58yAOzgwYOiy4S3Y0xMjGiZp6cnA8CuXr0qWvb+/XumqqrKtLW12YsXL0TLIyMjGQC2YsUKmcfPzMxkX758Yfb29uz333+XuD5t2rQRW/+///5jAFh4eHi+10u4/f/+9z+x5cL7JTdPT0+x2/rt27cMAJs+fbrEfn19fVnVqlXZp0+fxJaPGDGCaWlpsQ8fPogd38PDQ+bYzpw5I1rm7+/PALD//vtPbN02bdowR0dH0f+rV69mAFhQUJDYeoMHD2YA2ObNmyWOl5/MzEyWkZHBmjdvzjp37ixaHhMTwwAwZ2dnlpmZKVp+5coVBoDt3LmTMcZYVlYWMzc3Z3Xq1GHZ2dmi9WJjY5m6ujqzsrIqcAz+/v5MV1dXbNnx48cZALZw4UKx5bt375Z4nlpZWTFVVVUWHR0ttu7gwYOZnp4ee/r0qdjyxYsXMwDs7t27jDHGtm7dygCwf/75p8CxCmVlZbGMjAy2detWpqqqKrrfr169ygCwAwcO5Lu9rq4u8/f3l+tYp06dYgDYuXPnGGOM/fvvv0xfX58NGzaMeXt7i9azt7dnvXr1Ev0v7fnbtm1bqfeJvPe3vGQ9rqQ99nMfX/j4zcrKYqampqxhw4Zi6z19+lTicSXc1tXVlWVlZYmWL1++nAFgHTp0ENvHqFGjGADRczguLo6pqamxX3/9VWy9pKQkZmpqyn788UfRMnmfp8p4DZkwYQITCAQsMjJSbL2WLVtKvQ3z0tPTY6NGjcp3HVmPh7yEj/dZs2axSpUqiT3XZb1XzZ8/n6moqLCIiAix5Xv27GEA2LFjxwo8bl7Cx3Tfvn3FlityH+aVmZnJkpOTma6uLvvrr79Ey2U9VvPq0aMH09bWZq9evRLbp5OTk8TzLzfhe+/Zs2cZAHbz5k3RZcOHD5d4n5JG1utQYQlv39z3mfA9c9q0aQVur8htKe9ziTEm8VwSjnPYsGFi6y1cuJABYPHx8Ywxxu7evcsAsAkTJoitt3PnTgagwNfguXPniu0vt1atWjEHBwexZaqqqszHx0fqvhwdHUWf0czMzNj58+cLfSx7e3vm6+srsd7Lly8ZADZv3rx8r5e8t31RX1vzyu8xzxhjCxYsYADY/v37mb+/P9PW1ma3bt3K97oQQr4tNA2cEPLd2Lp1KyIiIhAREYGgoCD4+/tj+PDhWLVqlcS6zZo1Q4UKFTBz5kw8evSoFEarHO3atUN2djaGDx+Oz58/S11H2CDI0tISampqUFdXh5WVFQCemVkQMzMz1K1bV/S/kZERKleuDDc3N1EGJQBRVmfuKWGZmZmYN28eatasCQ0NDaipqUFDQwMPHz6UeuwOHTqI/S/MHCjKlL3CSktLQ0hICDp37gwdHR1kZmaKTm3atEFaWprElNm8Gbr5EQgEErVUXVxcxK7r2bNnoa+vL9EkSFi3Sh7r1q1DnTp1RNPQ1NXVERISIvX2b9u2rVgGa97bPzo6Gi9fvkSvXr3EsqSsrKwKzOzIjzDjIu80ve7du0NXVxchISFiy11cXODg4CC27MiRI/D29oa5ubnYfSWs+3X27FkAQFBQELS0tNC/f/98x3Tjxg106NABlSpVgqqqKtTV1dG3b19kZWXhwYMHAAA7OztUrFgREyZMwLp163Dv3r1C3wZCwumlwum7wcHB8PLyQuvWrXHx4kV8/vwZz549w8OHD9GiRYsiHaug+zs/ijyuChIdHY1Xr17hxx9/FFterVo1NG3aVOo2bdq0EcvkFb7+5J1CL1weFxcHADhx4gQyMzPRt29fsceJlpaW1CwpeZ6nsijyGnLmzBnUqlULrq6uYvuQt3lGgwYNEBgYiDlz5uDSpUsKTxM+ffo0WrRoAUNDQ9Hjfdq0aXj//r3UafR5HTlyBLVr14abm5vY9fT19S1yN/O8r6uK3IfJycmYMGEC7OzsoKamBjU1Nejp6SElJaVQj9UzZ86gefPmqFKlimiZqqqq1Gz3J0+eoFevXjA1NRXdpsKahfIeW57XoeIg7b2sqLdlUZ5LQMGfD4Sv8XlfR7p16yaRlVjQOOVZnpmZKfHeJLR3715cvnwZ//vf/1CzZk34+flJfQ7Ie6z8spLlyVhW5LYv7GsroNhjfty4cWjbti169uyJLVu2YOXKlTJnChBCvk0UrCSEfDdq1KiBevXqoV69emjdujX+/vtvtGrVCuPHj5eoe+fi4oJTp06Jpq7l/dAvnAoXExMj17GFH4SzsrKkXp6ZmVmkZjyy+Pv7459//kFoaCjatm0rURssOzsbrVq1wr59+zB+/HiEhITgypUroi/IqampBR7DyMhIYpmGhobEcg0NDQD8C7rQ6NGjMXXqVHTq1AmHDx/G5cuXERERAVdXV6nHrlSpktj/wimG8oxT2d6/f4/MzEysXLkS6urqYqc2bdoAgETdz9ydmAuio6MDLS0tsWWamppit9/79+/FvhQLSVsmzdKlSzF06FA0bNgQe/fuxaVLlxAREYHWrVsX6vYXTik1NTWV2FbaMnm9f/8eampqEg1iBAIBTE1NRccVknY7v379GocPH5a4r2rVqgUg5756+/YtzM3N852yHhcXh2bNmuHFixf466+/EBYWhoiICFFtOeHtYWhoiLNnz8LNzQ2TJk1CrVq1YG5ujunTpxe6ppyWlpZYrcGQkBC0bNkSXl5eyMrKQlhYGIKDgwGgyMHKwj7fFH1cFUR4/yryWJf1+lPQ69Lr168B8NqgeR8ru3fvlnhOy/M8ze96yfsa8v79+yI9r3bv3g1/f39s2LABjRs3hpGREfr27SuzDEVuV65cQatWrQDwuqEXLlxAREQEJk+eDEC+19/Xr1/j1q1bEtdTX18fjDG5aiTLkvf5rsh92KtXL6xatQoDBw7EiRMncOXKFURERMDExKTQj1V57qfk5GQ0a9YMly9fxpw5cxAaGoqIiAjs27cPgHy3qbyvQ8VB2mtsUW/LojyXAPnfn/K+ZqipqUlsm9/+877fALz0hbTPQrLUqlULDRo0QLdu3XD8+HFYWVnht99+K9SxKlWqJHM9QPpntLwUue0L+9qq6GNeWNs3LS0NpqamVKuSkO8Q1awkhHzXXFxccOLECTx48AANGjQQu6xu3bo4deoUWrZsCW9vb5w+fVpUQ9HX1xfr16/HgQMH8McffxR4HOGH4xcvXkh8UGaMIT4+Pt9um0UxYMAAqKioYODAgWjTpg2OHTsGXV1dALyW0c2bNxEYGAh/f3/RNiWVTfrvv/+ib9++mDdvntjyd+/eoUKFCiUyhsKqWLEiVFVV0adPH7FaU7nZ2NiI/a/sDrWVKlXClStXJJbLE4AA+O3v5eWFtWvXii2Xt2mHtPHIOr68Y5K138zMTLx9+1YsYMkYw6tXr0R1GoWk3c7GxsZwcXHB3LlzpR5DmAVsYmKC8+fPIzs7W2bA8sCBA0hJScG+fftEWcgAEBkZKbGus7Mzdu3aBcYYbt26hcDAQMyaNQva2tpyvXZI07x5c0ybNg1XrlzB8+fP0bJlS+jr66N+/foIDg7Gy5cv4eDgAEtLy0Ltv6jkfVwJvxznrTuZN3AlfFwJg1C5FeVxJY2wrt6ePXvE7tvioMhrSKVKlYr0vDI2Nsby5cuxfPlyxMXF4dChQ/jjjz/w5s0bicZnee3atQvq6uo4cuSIWEDjwIEDch1beHxtbW2ZdRQVrQ2ZW97nu7z34adPn3DkyBFMnz5d7LmYnp4uCvQoSt776fTp03j58iVCQ0NFmWUAJH44zY8ir0PKlvc2L47bUtlyv45YWFiIlmdmZkoN9uUlzOq7ffu2WN3azMxM3L9/X6EZDbmpqamhTp06+O+//wp1LGdnZ+zcuROZmZliGaLC5mqymkCWNEUf8/Hx8Rg+fDjc3Nxw9+5djB07FitWrCih0RJCygLKrCSEfNeEH+rzZmwJ1alTByEhIUhPT4e3tzfu378PAOjYsSOcnZ0xf/58iaLqQidOnBBNvfbx8YFAIMDu3bsl1jt+/DgSExOLnAWVn379+mHjxo04f/48/Pz8kJycDCDnC0fu5iQA8PfffxfbWHITCAQSxz569ChevHhRIseXh6xsMh0dHXh7e+PGjRtwcXERZe3mPsmTrVEUnp6eSEpKQlBQkNjyXbt2ybW9tNv/1q1bYo0cFOHo6AgzMzPs3LlTrEvw06dPxTppK6p58+YAeBAst7179yIlJUV0eX7atWuHO3fuwNbWVup9JQxW+vn5IS0tLd9O6tKeN4wx/PPPP/lu4+rqimXLlqFChQq4fv266DJNTU2FsqBatGiBzMxMTJ06FVWrVoWTk5No+alTp0RTdgui6HHlJe/jStgp+tatW2LLczdkAPjjytTUVOzLPMAzy4ryuJLG19cXampqePz4sdTHSWF+VFLGa4i3tzfu3r2Lmzdviu1DWuOWglSrVg0jRoxAy5Yt5XocCgQCqKmpiZUESE1NxbZt26ReV2n7aNeuHR4/foxKlSpJvZ65u4YXlbz3oUAgAGNM4rG6YcMGmbMgCuLt7Y2QkBCxwHpWVpbEe78i772yHj+FeR0qLsVxWyqbh4cHAEjcF3v27EFmZmaB2zds2BBmZmYS7w179uxBcnIyunTpUqhxCcs92NnZFepYnTt3RnJyMvbu3Su27pYtW2Bubo6GDRsWalzKpshjPisrCz179oRAIEBQUBDmz5+PlStXirIwCSHfB8qsJIR8N+7cuSP6QPr+/Xvs27cPwcHB6Ny5s0QGXG5ubm4ICQlB8+bNRRmWNWrUwP79+9GqVSs0btwYQ4cOhbe3N3R1dfH06VPs2bMHhw8fxsePHwHwjsYjRozAokWLkJCQgDZt2kBbWxsRERH4888/Ua9ePYnaY1evXkVsbCwAIDExEYwx7NmzBwCf3qZo1k9AQABUVFTQr18/+Pn5ISgoCE5OTrC1tcUff/wBxhiMjIxw+PBh0TTS4tauXTsEBgbCyckJLi4uuHbtGhYtWoSqVauWyPHloa+vDysrKxw8eBDNmzeHkZERjI2NYW1tjb/++gs//PADmjVrhqFDh8La2hpJSUl49OgRDh8+LNaFtDj4+/tj2bJl6N27N+bMmQM7OzsEBQXhxIkTAFBg9+127dph9uzZmD59Ojw9PREdHY1Zs2bBxsZGri9veamoqGD27NkYOHAgOnfujF9++QUJCQmYMWNGkaaBt2zZEr6+vpgwYQISExPRtGlTUTdwd3d3uaaHzZo1C8HBwWjSpAlGjhwJR0dHpKWlITY2FseOHcO6detQtWpV9OzZE5s3b8aQIUMQHR0Nb29vZGdn4/Lly6hRowZ++ukntGzZEhoaGujZsyfGjx+PtLQ0rF27VvR8Fzpy5AjWrFmDTp06oXr16mCMYd++fUhISEDLli1F6zk7OyM0NBSHDx+GmZkZ9PX1RVnc0tStWxcVK1bEyZMn0a9fP9HyFi1aYPbs2aK/C+Ls7Ix9+/Zh7dq1qFu3LlRUVJSS4S3v48rU1BQtWrTA/PnzUbFiRVhZWSEkJETiC6mKigpmzpyJwYMHo1u3bujfvz8SEhIwc+ZMmJmZFfg4V4S1tTVmzZqFyZMn48mTJ2jdujUqVqyI169f48qVK9DV1cXMmTMV2qcyXkNGjRqFTZs2oW3btpgzZ46oG7jwB7T8fPr0Cd7e3ujVqxecnJygr6+PiIgIHD9+XCzoIevx0LZtWyxduhS9evXCoEGD8P79eyxevFgi6CDcx65du7B7925Ur14dWlpacHZ2xqhRo7B37154eHjg999/h4uLC7KzsxEXF4eTJ09izJgxoqDKjBkzMHPmTJw5c6ZQnePlvQ8NDAzg4eGBRYsWie6Ps2fPYuPGjYXO7J8yZQoOHToEHx8fTJs2DTo6Oli9erVECZYmTZqgYsWKGDJkCKZPnw51dXVs375dIhgN5GTZLViwAH5+flBVVYWLi4vcr0MAf/2bNWsWQkJCxLLalKU4bktlq1WrFnr27IklS5ZAVVUVPj4+uHv3LpYsWQJDQ8MCX0dUVVWxcOFC9OnTB4MHD0bPnj3x8OFDjB8/Hi1btpSoHa2mpgZPT0+xupVNmjRBhw4dUKNGDRgaGiI2NhZr167F48ePsX///kIdy8/PDy1btsTQoUORmJgIOzs77Ny5E8ePH8e///4r9iNDaVLkMT99+nSEhYXh5MmTMDU1xZgxY3D27FkMGDAA7u7u+X5mJ4R8Q0qnrw8hhJQcad3ADQ0NmZubG1u6dKlER28AbPjw4RL7uXnzJjM2NmZVqlQRdQ5OSEhgs2fPZnXq1GF6enpMXV2dVatWjfXu3ZtduHBBbPvs7Gy2du1aVq9ePaajo8M0NDSYvb09mzBhAktKSpI4nrBDo7RTQV2eZXW/Zoyxbdu2MVVVVdakSROWmJjI7t27x1q2bMn09fVZxYoVWffu3VlcXJzMjpt5u4HXqlVL4hhWVlasbdu2Esvz3rYfP35kAwYMYJUrV2Y6Ojrshx9+YGFhYRIduWVdn7xdgxW9PeTpBs4Y78Ds7u7ONDU1JbqGxsTEsP79+zMLCwumrq7OTExMWJMmTdicOXMKPH7uy/J2Rs3bEVvWeOPi4liXLl2Ynp4e09fXZ127dmXHjh2T6OYuTXp6Ohs7diyzsLBgWlparE6dOuzAgQPM399faoflRYsWSewj7+OEMcY2bNjA7O3tmYaGBnNwcGCbNm2S2Kcssq57amoqmzBhArOysmLq6urMzMyMDR06lH38+FFsPVmPPcZ4V+aRI0cyGxsbpq6uzoyMjFjdunXZ5MmTWXJystixpk2bJroOlSpVYj4+PuzixYuidQ4fPsxcXV2ZlpYWs7CwYOPGjWNBQUFi9+X9+/dZz549ma2tLdPW1maGhoasQYMGLDAwUGxckZGRrGnTpkxHR4cBkNpNOa/OnTszAGz79u2iZV++fGG6urpMRUVF4naR9vz98OED69atG6tQoQITCASix5ai93de8j6uGGMsPj6edevWjRkZGTFDQ0PWu3dvURf1vM/r9evXMzs7O7HHVceOHZm7u7toHVljl/UclNbxmDHGDhw4wLy9vZmBgQHT1NRkVlZWrFu3buzUqVOidRR5nhb1NYQxJnqt1tLSYkZGRmzAgAHs4MGDBXapTktLY0OGDGEuLi7MwMCAaWtrM0dHRzZ9+nSWkpIiWk/W44ExxjZt2sQcHR2ZpqYmq169Ops/fz7buHGjxGMqNjaWtWrViunr6zMAYvd3cnIymzJlCnN0dGQaGhrM0NCQOTs7s99//12se/aYMWOYQCBgUVFRMq8TY7LvOyF57sPnz5+zrl27sooVKzJ9fX3WunVrdufOHWZlZSV2H8nbDZwxxi5cuMAaNWrENDU1mampKRs3bhxbv369xG118eJF1rhxY6ajo8NMTEzYwIED2fXr1yUe++np6WzgwIHMxMREdL8I9yPP6xBjOY9JecYvlF838Ldv30qsX5TbUpHnkqzPJnkfB9KOk5aWxkaPHs0qV67MtLS0WKNGjVh4eDgzNDRkv//+u1y3y44dO5iLiwvT0NBgpqambOTIkVI/w0l7LR8zZgxzdXVlhoaGTE1NjZmamrLOnTtLfF5U9FhJSUls5MiRzNTUlGloaDAXFxe2c+dOua6PvLe9Ml5b5XnMnzx5kqmoqEi8z7x//55Vq1aN1a9fn6Wnp8t13Qgh5ZuAsVzztAghhBBS7s2bNw9TpkxBXFxcmcpSJUSZEhIS4ODggE6dOmH9+vWlPRyiJA0aNICVlRX+97//lfZQyHfg4sWLaNq0KbZv3y4xw4UQQkjpoWAlIYQQUo6tWrUKAODk5ISMjAycPn0aK1asQI8ePbB169ZSHh0hyvHq1SvMnTsX3t7eqFSpEp4+fYply5bh/v37uHr1qqirOynfEhMTYWJigsjISNSoUaO0h0O+McHBwQgPD0fdunWhra2Nmzdv4s8//4ShoSFu3bol0RGbEEJI6aGalYQQQkg5pqOjg2XLliE2Nhbp6emoVq0aJkyYgClTppT20AhRGk1NTcTGxmLYsGH48OEDdHR00KhRI6xbt44Cld8QAwMDie7whCiLgYEBTp48ieXLlyMpKQnGxsbw8/PD/PnzKVBJCCFlDGVWEkIIIYQQQgghhBBCygTltU8khBBCCCGEEEIIIYSQIqBgJSGEEEIIIYQQQgghpEygYCUhhBBCCCGEEEIIIaRMoAY7BcjOzsbLly+hr68PgUBQ2sMhhBBCCCGEEEIIIaRcYYwhKSkJ5ubmUFHJP3eSgpUFePnyJSwtLUt7GIQQQgghhBBCCCGElGvPnj1D1apV812HgpUF0NfXB8BvTAMDg1IeDSGEEEIIIYQQQggh5UtiYiIsLS1Fcbb8ULCyAMKp3wYGBhSsJIQQQgghhBBCCCGkkOQpsUgNdgghhBBCCCGEEEIIIWVCmQlWnjt3Du3bt4e5uTkEAgEOHDggdrlAIJB6WrRokcx9BgYGSt0mLS2tmK8NIYQQQgghhBBCCCFEUWUmWJmSkgJXV1esWrVK6uXx8fFip02bNkEgEKBr16757tfAwEBiWy0treK4CoQQQgghhBBCCCGEkCIoMzUr/fz84OfnJ/NyU1NTsf8PHjwIb29vVK9ePd/9CgQCiW2VjTGGzMxMZGVlFetxCCGKUVdXh6qqamkPgxBCCCGEEEIIIXIqM8FKRbx+/RpHjx7Fli1bClw3OTkZVlZWyMrKgpubG2bPng13d3eZ66enpyM9PV30f2JiYr77//LlC+Lj4/H582f5rwAhpEQIBAJUrVoVenp6pT0UQgghhBBCCCGEyKFcBiu3bNkCfX19dOnSJd/1nJycEBgYCGdnZyQmJuKvv/5C06ZNcfPmTdjb20vdZv78+Zg5c6Zc48jOzkZMTAxUVVVhbm4ODQ0NuboaEUKKH2MMb9++xfPnz2Fvb08ZloQQQgghhBBCSDkgYIyx0h5EXgKBAPv370enTp2kXu7k5ISWLVti5cqVCu03OzsbderUgYeHB1asWCF1HWmZlZaWlvj06RMMDAzE1k1LS0NMTAysrKygo6Oj0FgIIcUvNTUVsbGxsLGxoVq1hBBCCCGEEEJIKUlMTIShoaHU+Fpe5S6zMiwsDNHR0di9e7fC26qoqKB+/fp4+PChzHU0NTWhqamp8H4JIWUPZToTQgghhBBCCCHlS7mLsm3cuBF169aFq6urwtsyxhAZGQkzM7NiGBkhhBBCCCGEEEIIIaQoykxmZXJyMh49eiT6PyYmBpGRkTAyMkK1atUA8JTR//3vf1iyZInUffTt2xcWFhaYP38+AGDmzJlo1KgR7O3tkZiYiBUrViAyMhKrV68u/itECCGEEFISHj0CNDSAr5+XCCGEEEIIKc/KTGbl1atX4e7uLurUPXr0aLi7u2PatGmidXbt2gXGGHr27Cl1H3FxcYiPjxf9n5CQgEGDBqFGjRpo1aoVXrx4gXPnzqFBgwbFe2UIBAIBDhw4UNrDUBovLy+MGjVK9L+1tTWWL18u+j/39Y2NjYVAIEBkZKTCx5kxYwbc3NyKNNaiOH36NJycnJCdnV3ofRw5cgTu7u5F2gchhBA5PXsGuLgA1asDv/zC/yeEEEIIIaQcKzPBSi8vLzDGJE6BgYGidQYNGoTPnz/D0NBQ6j5CQ0PF1l+2bBmePn2K9PR0vHnzBidOnEDjxo2L+ZqUfQEBARAIBBAIBFBXV0eVKlXQsmVLbNq0SWkBpvj4ePj5+SllX/kRXo+8p127din1OPv27cPs2bNlXq6s6zt27FiEhIQUeT+FNX78eEyePFlUh/XGjRtwd3eHnp4eOnTogI8fP4rWzczMRJ06dRARESG2j3bt2kEgEGDHjh0lOnZCCPkuBQcDqalAVhawYQNgbw+MHg0kJ5f2yAghhBBCCCmUMhOsJCWrdevWiI+PR2xsLIKCguDt7Y3ffvsN7dq1Q2ZmpsztMjIy5Nq/qampwo2KCmvz5s2Ij48XO8nqJF9YRkZG0NfXl3l5Ua8vYwyZmZnQ09NDpUqVCr2forh48SIePnyI7t27i5YNHDgQPj4+uH79OhISEjBv3jzRZYsXL8YPP/yA+vXrS+yrX79+WLlyZYmMmxBCvmtnz/Lzrl0BDw8gPR04cIBPCyeEEEIIIaQcomBlcUlJkX1KS5N/3dTUgtctBE1NTZiamsLCwgJ16tTBpEmTcPDgQQQFBYllpwoEAqxbtw4dO3aErq4u5syZAzs7OyxevFhsf3fu3IGKigoeP34s2i7vtOh9+/bB29sbOjo6cHV1RXh4uNg+/vnnH1haWkJHRwedO3fG0qVLUaFChQKvS4UKFWBqaip20tLSEl0eGBiIatWqifa7ZMkSsf0GBARIBDdHjRoFLy8v0f95p4HnJW3a+/3799GkSRNoaWmhVq1aCA0NFV0WGhoKgUCAEydOoF69etDU1ERYWJjENHBpx+3UqRMCAgJE/1tbW2POnDno27cv9PT0YGVlhYMHD+Lt27fo2LEj9PT04OzsjKtXr8ocP8DLLLRq1UrstouKisIvv/wCBwcH9OzZE/fu3QMAPHnyBJs2bcLcuXOl7qtDhw64cuUKnjx5ku8xCSGEFNH79/x80CAgNBQICgJWraJgJSGEEEIIKbcoWFlc9PRkn7p2FV+3cmXZ6+adWmxtLbmOkvj4+MDV1RX79u0TWz59+nR07NgRt2/fRv/+/dG/f39s3rxZbJ1NmzahWbNmsLW1lbn/yZMnY+zYsYiMjBQFv4RZnBcuXMCQIUPw22+/ITIyEi1btpQZCFPE5cuX0b9/fwwbNgyRkZHw9vbGnDlzirxfeYwbNw5jxozBjRs30KRJE3To0AHvhV8qvxo/fjzmz5+PqKgouLi4FPpYy5YtQ9OmTXHjxg20bdsWffr0Qd++fdG7d29cv34ddnZ26Nu3LxhjMvdx7tw51KtXT2yZq6srgoODkZmZiZCQENEYhwwZgoULF8rMNrWyskLlypURFhZW6OtECCFEDkeO8IClpycgEACtWwNt2vDLsrOBN29Kd3yEEEIIIYQoiIKVRIyTkxNiY2PFlvXq1Qv9+/dH9erVYWVlhX79+iE6OhpXrlwBwKeG//vvv+jfv3+++x47dizatm0LBwcHzJw5E0+fPhV1gF+5ciX8/PwwduxYODg4YNiwYXLXgOzZsyf09PTETsKMvr/++gu+vr74448/4ODggJEjR8LX11fBW6VwRowYga5du6JGjRpYu3YtDA0NsXHjRrF1Zs2ahZYtW8LW1rZI07/btGmDwYMHw97eHtOmTUNSUhLq16+P7t27w8HBARMmTEBUVBRev34tcx+xsbEwNzcXW7Zhwwbs2bMHtra20NDQwMSJE7F161bo6Oigfv368PX1hZ2dHaZMmSKxPwsLC4nHEiGEkGJgZATkLUVy4wb/QVNKqQ5CCCGEEELKMrXSHsA3K7/C9qqq4v/nl/WgkieeXMzBH8YYBAKB2LK82XZmZmZo27YtNm3ahAYNGuDIkSNIS0sTq3UoTe7MQTMzMwDAmzdv4OTkhOjoaHTu3FlsfeG+C7Js2TK0aNFCbJmlpSUAPo05734bN26M48ePF7jfosrdzElNTQ316tVDVFSU2Dp5b9vCyn3bVqlSBQDg7OwssezNmzcwNTWVuo/U1FSxKeAAUKtWLZwV1kMD8P79e8yYMQPnzp3Dr7/+iqZNm2Lfvn2oX78+GjZsiPbt24vW1dbWxufPn4t+5QghhEiXnS35OUGoWjVeSiYujpeM0dUt2bERQgghhBBSSJRZWVx0dWWf8gSE8l1XW7vgdZUoKioKNjY2eQ4peYyBAwdi165dSE1NxebNm9GjRw/o6Ojku291dXXR38KAqLD7uLQgaX5TlnMzNTWFnZ2d2El4LHn2oaKiIrGevI2EFJX3Okq7bXOTd2zSbtv8bm9pjI2Nxbp9S/P7779j1KhRqFq1KkJDQ9GtWzfo6uqibdu2YjU5AeDDhw8wMTHJd3+EEEKKwN0d8PICHj6UvKxSJX4CpF9OCCGEEEJIGUXBSiJy+vRp3L59G13z1tSUok2bNtDV1cXatWsRFBRU4BTwgjg5OYmmlQsV1BBGHjVr1sSlS5fEluX938TEBPHx8WLLIiMji3zs3MfJzMzEtWvX4OTkpNA+8o4tKysLd+7cKfLYpHF3dxc10JEmJCQE9+/fx4gRI0RjEQZOMzIykJWVJVo3LS0Njx8/hru7e7GMlRBCvnvx8cCtW8C5c4CsH4aE7zn375fcuAghhBBCCCkiClZ+p9LT0/Hq1Su8ePEC169fx7x589CxY0e0a9cOffv2LXB7VVVVBAQEYOLEibCzsxOb8lwYv/76K44dO4alS5fi4cOH+PvvvxEUFCSRiShNQkICXr16JXZK+dolfeTIkTh+/DgWLlyIBw8eYNWqVRJTwH18fHD16lVs3boVDx8+xPTp05USEFy9ejX279+P+/fvY/jw4fj48aPCQV0fHx8cPXoUR48exf379zFs2DAkJCQUeWzS+Pr64vz581IvS01NxfDhw7F+/XqofJ1y2LRpU6xevRo3b97E3r170bRpU9H6ly5dgqamZpEfF4QQQmQ4d46fu7kBFSpIX4eClYQQQgghpByiYOV36vjx4zAzM4O1tTVat26NM2fOYMWKFTh48CBU89bUlGHAgAH48uVLkbMqAR74WrduHZYuXQpXV1ccP34cv//+u0QNRWn69esHMzMzsdPKlSsBAI0aNcKGDRuwcuVKuLm54eTJkxLNYHx9fTF16lSMHz8e9evXR1JSklwB24L8+eefWLBgAVxdXREWFoaDBw/C2NhYoX30798f/v7+6Nu3Lzw9PWFjYwNvb+8ij02a3r174969e4iOjpa4bNasWWjXrh3c3NxEy1asWIHIyEh4eHigXbt2Yhm5O3fuxM8//1xgaQBCCCGFJKwn7OEhex1HR34u5XWdEEIIIYSQskrA5C0M+J1KTEyEoaEhPn36BAMDA7HL0tLSEBMTAxsbG7mCat+aCxcuwMvLC8+fPxc1cFGmX375Bffv30dYWJhS9xsYGIhRo0YVW4ZieTZ+/Hh8+vQJf//9d6H38fbtWzg5OeHq1asS9U9L2vf+HCWEfMNq1QLu3QP27QPyNJITOXwY6NCBZ1/euFGiwyOEEEIIISS3/OJreVFmJVFYeno6Hj16hKlTp+LHH39UWqBy8eLFuHnzJh49eoSVK1diy5Yt8Pf3V8q+iXwmT54MKysrsfqTioqJicGaNWtKPVBJCCHfrLdveaASAJo1k72eszMPZMoKZhJCCCGEEFIGqZX2AEj5s3PnTgwYMABubm7Ytm2b0vZ75coVLFy4EElJSahevTpWrFiBgQMHKm3/pGCGhoaYNGlSkfbRoEEDNGjQQEkjIoQQIkE446BWLSC/8iLW1jzzkhBCCCGEkHKEpoEXgKaBE1J+0XOUEPJNOn0aWL4cqF0bmDevtEdDCCGEEEJIgRSZBk6ZlYQQQggh5YmPDz/JgzHg5Ut+XrVq8Y6LEEIIIYQQJaCalYQQQggh36pp03iQkjIwCSGEEEJIOUHBSkIIIYSQ8uL5c+DpU/nXt7Pj59HRxTMeQgghhBBClIyClYQQQggh5cWKFbxxzrhx8q3v5MTP798vtiERQgghhBCiTBSsJIQQQggpL86e5ecuLvKt7+jIz1++BBITi2dMhBBCCCGEKBEFKwkhhBBCyoOkJODaNf63p6do8aNHwLNnMrapUAGoUoX//eBBsQ6PEEIIIYQQZaBgJSlxgYGBqFChQmkPQ2liY2MhEAgQGRkJAAgNDYVAIEBCQgIAyes7Y8YMuLm5FepY1tbWWL58eZHGWxR9+vTBvCI2aejWrRuWLl2qpBERQsh35OJFICuLTwOvVg0AD1K6uvLSlK9fy9iOpoITQgghhJByhIKV35l169ZBX18fmZmZomXJyclQV1dHs2bNxNYNCwuDQCDAAzkyMWQFIKUF13r06CHXPosqMDAQAoFA4qSlpaXU41haWiI+Ph61a9eWerkyr29ERAQGDRqklH0p6tatWzh69Ch+/fVX0bLFixejSpUqqFKlCpYtWya2/uXLl1G3bl1kZWWJLZ82bRrmzp2LRJqOSAghihFOAc+VVRkcDHz+DHz5kpNACfBlIsKp4NRkhxBCCCGElAMUrPzOeHt7Izk5GVevXhUtCwsLg6mpKSIiIvA517eb0NBQmJubw8HBQalj0NbWRuXKlZW6T1kMDAwQHx8vdnqqSBdVOaiqqsLU1BRqampSL1fG9f3y5QsAwMTEBDo6OkXaV2GtWrUK3bt3h76+PgDg9u3bmDZtGnbu3IkdO3Zg0qRJuHPnDgAgIyMDQ4YMwbp166Cqqiq2HxcXF1hbW2P79u0lfh0IIaTc2r8fWL+e/+3hIVosjF/m7rcTHQ1YWADTpwPp6QDatuUreHuX3HhJyTt0CJg4EXj7trRHQgghhBBSJBSsLCYpKbJPaWnyr5uaWvC6inB0dIS5uTlCQ0NFy0JDQ9GxY0fY2tri4sWLYsu9v36x+fLlC8aPHw8LCwvo6uqiYcOGon2EhoaiX79++PTpkyh7ccaMGfDy8sLTp0/x+++/i5YDsqdFb9u2DdbW1jA0NMRPP/2EpKQk0TpJSUn4+eefoaurCzMzMyxbtgxeXl4YNWpUvtdXIBDA1NRU7FQlV+pJSkoK+vbtCz09PZiZmWHJkiUS+xUIBDhw4IDYfitUqIDAwEAAktPA85KVdfr333/D0tISOjo66N69u2jaOAAEBASgU6dOmD9/vljAOHemqrTjJiQkQCAQiN03AoEAJ06cgLu7O7S1teHj44M3b94gKCgINWrUgIGBAXr27CkWqM4rOzsb//vf/9ChQwfRsqioKLi4uMDHxwfNmzeHi4sLoqKiAACLFi2Ch4cH6tevL3V/HTp0wM6dO2UejxBCSB5GRsD793xKd5cuosXCYGWLFjmrBgYCCQnArFnAggUAOnQAFi4EfHxKcsSkpA0bBvz5J1CjBnDmTGmPhhBCCCGk0ChYWUz09GSfunYVX7dyZdnr+vmJr2ttLbmOory8vHAm14fYM2fOwMvLC56enqLlX758QXh4uChY2a9fP1y4cAG7du3CrVu30L17d7Ru3RoPHz5EkyZNsHz5crEsxrFjx2Lfvn2oWrUqZs2aJVouy+PHj3HgwAEcOXIER44cwdmzZ/Hnn3+KLh89ejQuXLiAQ4cOITg4GGFhYbh+/briVz6PcePG4cyZM9i/fz9OnjyJ0NBQXBM2LyhGjx49wn///YfDhw/j+PHjiIyMxPDhw8XWCQkJQVRUFIKDg3HkyJEiHW/GjBlYtWoVLl68iGfPnuHHH3/E8uXLsWPHDhw9ehTBwcFYuXKlzO1v3bqFhIQE1KtXT7TM2dkZDx48QFxcHJ4+fYoHDx6gdu3aePToEQIDAzFnzhyZ+2vQoAGuXLmC9PT0Il0vQgj5JmVnA2vWAEuW5Czz9AQOHABu3uRNcwA8fcpPqqpAkyY5q86bB0ybxv8+f77ERk1K08ePwIsX/O+MjJyp/4QQQggh5RAFK79DXl5euHDhAjIzM5GUlIQbN27Aw8MDnp6eooy8S5cuITU1Fd7e3nj8+DF27tyJ//3vf2jWrBlsbW0xduxY/PDDD9i8eTM0NDRgaGgolsWop6cHIyMjqKqqQl9fX7RcluzsbAQGBqJ27dpo1qwZ+vTpg5CQEAA8q3LLli1YvHgxmjdvjtq1a2Pz5s0StRCl+fTpE/T09MROrVq1AsBrdW7cuBGLFy9Gy5Yt4ezsjC1btsi136JKS0vDli1b4ObmBg8PD6xcuRK7du3Cq1evROvo6upiw4YNqFWrlsx6mPKaM2cOmjZtCnd3dwwYMABnz57F2rVr4e7ujmbNmqFbt25iAey8YmNjoaqqKjadvUaNGpg3bx5atmyJVq1aYf78+ahRowaGDBmChQsX4sSJE6hduzbc3d1x7tw5sf1ZWFggPT1d7PoSQgj5atYsYPhwPo8795Tejh0BDQ3Rv8Ksynr1xH+8FAgAX1/+t6inzps3wLlzPOWSfHu+zmyAuTkQGsrPhQ4c4AFMQgghhJByQnqRvVJw7tw5LFq0CNeuXUN8fDz279+PTp06iS4PCAjAli1bxLZp2LAhLl26lO9+9+7di6lTp+Lx48ewtbXF3Llz0blz5+K4CmKSk2VflqeEH968kb2uSp5wcmxsoYck4u3tjZSUFERERODjx49wcHBA5cqV4enpiT59+iAlJQWhoaGoVq0aqlevjv/9739gjEnUrkxPT0elSpWKPiDw6c3CWogAYGZmhjdfb5gnT54gIyMDDRo0EF1uaGgIRzmyBvT19SUyMLW1tQHwbM4vX76gcePGosuMjIzk2m9RVatWDVWrVhX937hxY2RnZyM6OloU1HV2doZGri+lReHi4iL6u0qVKtDR0UH16tXFll25ckXm9qmpqdDU1BRN5RcaMmQIhgwZIvo/MDAQ+vr6aNy4MRwdHREREYHnz5/jp59+QkxMDDQ1NQHk3Af5TT0nhJDv0osXfMo2wOsPGhjIXFX4O1CufjsiwreyZ894yRjdFi2A27eBo0eBNm2UPGhS6oTBylq1AHf3nOVBQUDnzrxl/LZtgLNz6YyPEEIIIUQBZSZYmZKSAldXV/Tr1w9d886T/qp169bYvHmz6P+CAjnh4eHo0aMHZs+ejc6dO2P//v348ccfcf78eTRs2FCp489LV7f015XFzs4OVatWxZkzZ/Dx40d4fv2WY2pqChsbG1y4cAFnzpyBz9faVtnZ2VBVVcW1a9ckmqXoFWYeuhTq6upi/wsEAmRnZwMAGGOiZbkJl+dHRUUFdnZ2Ui+TZ3vhcfOum6HkDAXhdct9HXULuLNVvkayc49N1rhy374CgSDf21saY2NjfP78GV++fJH5vHv37h1mzZqFc+fO4fLly3BwcIC9vT3s7e2RkZGBBw8ewPnrl6QPHz4A4A2DCCGE5DJ1Ki9Y3bQpMGkST5OUYdkyoHt3wMpK8rJKlQATE56Y+eAB4O7kxIOV9+9TsPJbdO8eP69RQ3x5ejpgbMzLB9SrB8yZA4weLfnLOSGEEEJIGVJmpoH7+flhzpw56JKraHxempqaYo1SjIyM8t3n8uXL0bJlS0ycOBFOTk6YOHEimjdvLmpQ8j3z9vZGaGgoQkND4eXlJVru6emJEydO4NKlS6J6le7u7sjKysKbN29gZ2cndhJmAWpoaEidPi1ruSJsbW2hrq4ulvmXmJiIhw8fFmm/dnZ2UFdXF8vO/fjxIx48eCC2nomJiVi9zYcPHxY5IzAuLg4vX74U/R8eHg4VFRWFOq8LA325xyaryU9Rubm5AQDuCb8MSTFq1Cj8/vvvqFq1KrKyssQCp5mZmWKPgzt37qBq1aowNjYulvESQki5dOsW744DAIsX5xuoBAB9fT7d28lJ+uXC7Mr793P9Ex2tlKGSMkZLi7eAr1lTfHmnTsCdO0D79sCXL8D48bwrfExMqQyTEEIIIUQeZSZYKY/Q0FBUrlwZDg4O+OWXX0TThGUJDw8X1ScU8vX1Fet4nVd6ejoSExPFTt8ib29vnD9/HpGRkaLMSoAHK//55x+kpaWJgpUODg74+eef0bdvX+zbtw8xMTGIiIjAggULcOzYMQB8GndycjJCQkLw7t07UTDP2toa586dw4sXL/Du3btCjVVfXx/+/v6iZjh3795F//79oaKiIpFtmRdjDK9evZI4ZWdnQ09PDwMGDMC4ceMQEhKCO3fuICAgQJSxKOTj44NVq1bh+vXruHr1KoYMGSKRmagoLS0t+Pv74+bNmwgLC8PIkSPx448/5lvXMy9tbW00atQIf/75J+7du4dz585hypQpRRqXLCYmJqhTpw7Oy+jUEBwcjIcPH4qaBDVo0AD3799HUFAQ1q9fD1VVVbHp9WFhYRLPTUII+e6NHw8wxtMlGzUq8u6mTeOzgFu2RE5EU1TEknxT5s4Fnj8HBg2SvKxKFeDgQWDjRl7cNCwMcHEBduwo+XESQgghhMih3AQr/fz8sH37dpw+fRpLlixBREQEfHx88u0m/OrVK1SpUkVsWZUqVfJt6jF//nwYGhqKTpaWlkq7DmWJt7c3UlNTYWdnJ3YbeXp6IikpCba2tmLXffPmzejbty/GjBkDR0dHdOjQAZcvXxat06RJEwwZMgQ9evSAiYkJFn6ttzVr1izExsbC1ta2SFN+ly5disaNG6Ndu3Zo0aIFmjZtiho1akBLSyvf7RITE2FmZiZxEga6Fy1aBA8PD3To0AEtWrTADz/8gLp164rtY8mSJbC0tISHhwd69eqFsWPHQkdHp9DXBeBZnV26dEGbNm3QqlUr1K5dG2vWrFF4P5s2bUJGRgbq1auH3377Ld8O3EU1aNAgbN++XWJ5amoqRowYgb///lsU6LWwsMDKlSvRr18/zJ07F1u2bBHVqUxLS8P+/fvxyy+/FNtYCSGk3Ll5EzhxAlBXB+bPL3D1hQuBceOAu3dlr9OyJdC6NZ8FTMHK74SsH3EFAqB/f56926wZL67+9X2ZEEIIIaSsETB5C/eVIIFAINFgJ6/4+HhYWVlh165dMqeOa2hoYMuWLejZs6do2fbt2zFgwACkpaVJ3SY9PV0sAJqYmAhLS0t8+vQJBnmK3KelpSEmJgY2NjYFBs2IcqWkpMDCwgJLlizBgAEDlLpvLy8vuLm5UbmAPNLS0uDo6Ihdu3aJNSVS1OrVq3Hw4EGcPHlSiaOTjp6jhJByJTwcuHEDGDaswFWdnPiM7oMHgQ4d5Nh3UlJOs54PH4CKFYs2VlJ2MFZgyQAxWVk8ME61SwkhhBBSghITE2FoaCg1vpZXucmszMvMzAxWVlb51i00NTWVyKJ88+aNRLZlbpqamjAwMBA7kdJ348YN7Ny5E48fP8b169fx888/AwA6duxYyiP7fmhpaWHr1q2Fns4vpK6ujpUrVyppVIQQ8g1p3FiuQOWrVzxQKRDwJDlZvnwBdu0CZs4EsnX1eU1DgOpWfmt27uT37ejR8q2vqkqBSkIIIYSUaWWmG7ii3r9/j2fPnsHMzEzmOo0bN0ZwcDB+//130bKTJ0+iSZMmJTFEomSLFy9GdHQ0NDQ0ULduXYSFhVGDlhKWu75pYQ2SVk+LEEK+V6mpwLt3gAJlZ86d4+cuLvknSKqoAP7+PGjp7w9YT5rEF0prH07Kr3v3gJcvgZQUxbZ7/pyXH/D2BopY3oYQQgghRJnKTLAyOTkZjx49Ev0fExODyMhIGBkZwcjICDNmzEDXrl1hZmaG2NhYTJo0CcbGxujcubNom759+8LCwgLzv9Z6+u233+Dh4YEFCxagY8eOOHjwIE6dOiWzSQgpu9zd3XHt2rUSOVZoaGiJHIcQQgjBX3/x1Md584BcP67m5+xZfl7Q70dqaoC9Pa9ref8+YC1H1iYph+7d4+c1aii2XYMGQHw8cPEiz+olhBBCCCkjysw08KtXr8Ld3R3u7u4AgNGjR8Pd3R3Tpk2Dqqoqbt++jY4dO8LBwQH+/v5wcHBAeHg49PX1RfuIi4tDfHy86P8mTZpg165d2Lx5M1xcXBAYGIjdu3ejYcOGJX79CCGEEELEPHzIm+mkpQEKNKGTN1gJUF+d70JUFD+vWVOx7Vxd+fnNm8odDyGEEEJIEZWZzEovLy/k1+vnxIkTBe5DWkZct27d0K1bt6IMjRBCCCFEuZ4/5+26ExOBRo2AXr3k2uzdu5wO4B4eBa8vFqxMTweuX+dThrt2Ldy4SdmSkQEIZyYpmlnp6gocP07BSkIIIYSUOWUmWEkIIYQQ8l149w5o1Qp4+hRwcOAtvVXkm+zy5AlQpQpgbMxPBRELVr5+DTRpAqirA58/83nipHx79AjIzAT09ICqVRXbljIrya5dQHg40KcPUK8eLwuQlMRflwghhJBSVGamgRNCCCGEfPOSkngn5qgoHlwKDgYqV5Z7c2GZQXnLK4sFK6tWBbS1eTbekycKD52UQcJ6lU5OvD28IoTBylu3gOxs5Y6LlA9btgArVgCnT/P/Z8zgGbr9+wOxsaU5MkIIId85ClYSQgghhJSU7duBiAieFhkcDFSrpvAuBAL5sioBwNGRn79+DXz8pMJbiANAUJDCxyVlkLY2rwfQpIni2zo4AJqavIs4Ba+/P0lJOUHKDh14wPrdO36+eTN/fISHl+4YCSGEfLcoWEkIIYQQUlIGD+ZNdYKCctIe5ZSVBeRT3lsqfX1+qAcPAAMDAAEB/II1ayib7lvQpg3vuPTXX4pvq6YG1KrF/6ap4N+fkyeBL18AOzv+q4aKCrB3L3DpElC/Ps/A3rKltEdJCCHkO0XBSlJsAgMDUaFCBdH/M2bMgJubm+j/gIAAdOrUSfS/l5cXRo0apfBxYmNjIRAIEBkZWeixksLf/oUxdepUDBo0qEj7GDt2LEaOHKmkERFCSDG6fBm4epX/LRAAf/zB68Mp6NgxwMwMGDtWse1atwbs7QFVVQA//8wjmA8e5GRVke/X+PHA1q1A48alPRJS0g4f5ucdOoiXEGjYEBg9mv9NQWxCCCGlhIKV36GAgAAIBAKJU+vWrZV6nB49euDBgwcyL//rr78QGBhY5ONYWloiPj4etWvXLvK+CiMxMRGTJ0+Gk5MTtLS0YGpqihYtWmDfvn35drgvLaGhoRAIBEhISBBbvm/fPsyePbvYj//69Wv89ddfmDRpkmjZ9u3bYWlpCSMjI4wbN05s/djYWDg4OCAxMVFs+fjx47F582bExMQU+5gJKVWfPgFubrwpio4OUKECYGICmJvzaXqHDpX2CIk0jPFp3j4+vNv3mDFF3uXZs3w6d56XQ8Xo6wP+/vzvNWuKPCZSirKzeaOkoujRgzdXMTdXzphI+ZCVBRw5wv9u317ycmE909u3KQObEEJIqaBg5XeqdevWiI+PFzvt3LlTqcfQ1tZG5XyaBhgaGoplXhbGly9foKqqClNTU6iVQlfThIQENGnSBFu3bsXEiRNx/fp1nDt3Dj169MD48ePx6dOnQu03KysL2VI+HH758qWoQ5bJyMgI+vr6xbZ/oY0bN6Jx48awtrYGALx79w4DBw7E4sWLceLECWzZsgVHjx4VrT906FD8+eefMDAwENtP5cqV0apVK6xbt67Yx0xIqdLVBfr25R1/U1N58PLdO95l5eFDPqWYlC0HDvBOOK1aAWfO8Om21asD6emF2l18PPD778Dq1fx/T0/Ftn/0CJg7F1i27OuCoUP5+a1bQFpaocZEyoCnT3kXcCcngDHMmcPLV547V9oDI2VeeDjw/j1QsSLQtKnk5fb2gJYWr2f6+HHJj48QQsh3j4KVxSTlS4rMU1pmmtzrpmakFrhuYWhqasLU1FTsVLFiRdHlDx8+hIeHB7S0tFCzZk0EBwdDIBDgwIEDAKRn50VGRkIgECD2a/fAvNPA88o7DRwAMjMzMWLECFSoUAGVKlXClClTxLITra2tMWfOHAQEBMDQ0BC//PKLxDRwacc9cOAABLmmuAinpG/atAnVqlWDnp4ehg4diqysLCxcuBCmpqaoXLky5s6dm+/tOGnSJMTGxuLy5cvw9/dHzZo14eDggF9++QWRkZHQ09MDAHz8+BF9+/ZFxYoVoaOjAz8/Pzx8+FC0H+GYjxw5gpo1a0JTUxNPnz6Ven0B4OLFi/Dw8IC2tjYsLS0xcuRIpKTkPBbS09Mxfvx4WFpaQlNTE/b29ti4cSNiY2Ph7e0NAKhYsSIEAgECvtYvyzsNXN4xnzhxAjVq1ICenp4oCJ6fXbt2oUOHDqL/nzx5AkNDQ/To0QP169eHt7c37n3tbrpjxw5oaGigS5cuUvfVoUMHpQfZCSlz1NR4pCoujjfBuH+fZ7ucPg14e/PMqDKYxf3d2rED6NyZT/vW1gZGjuRf9jdv5s1MFCAMUlavDixfzuOKPj6AjJdEmWJjgSlTgL///rqgZk0gLAyIjuYBCVI+RUXx5766OiAQwMeHv1x4egIDBvBYlFyENS+LlLJLypV374CqVQE/P/74yUtNDfj3X16/shBNwAghhJCiKvlUtO+E3nw9mZe1sW+Do71yMscqL66MzxnSp/F4WnkiNCBU9L/1X9Z49/md2DpsunK/pGZnZ6NLly4wNjbGpUuXkJiYWGK1DLds2YIBAwbg8uXLuHr1KgYNGgQrKytRkA4AFi1ahKlTp2LKlClFOtbjx48RFBSE48eP4/Hjx+jWrRtiYmLg4OCAs2fP4uLFi+jfvz+aN2+ORo0aSWyfnZ2NXbt24eeff4a5lOlTwkAlwAOzDx8+xKFDh2BgYIAJEyagTZs2uHfvHtS/fkj8/Pkz5s+fjw0bNqBSpUqirNS81/f27dvw9fXF7NmzsXHjRrx9+xYjRozAiBEjsHnzZgBA3759ER4ejhUrVsDV1RUxMTF49+4dLC0tsXfvXnTt2hXR0dEwMDCAtra21NtH3jEvXrwY27Ztg4qKCnr37o2xY8di+/btUvf58eNH3LlzB/Vy1Wqzt7fH58+fcePGDVhZWSEiIgL9+/fHhw8fMG3aNJw5c0bmfdigQQM8e/YMT58+hZWVlcz1CCmXMjP5VD1NTV5PzNJScp2vPz6QMmTXLn7esycPAJmYFHpXCxfyICXASwrOnAm0aCFeXk4ewj4+jx/znhnq6gB++KHQ4yJlxNcf9lCjBgAeg7a358m8mzbxChFLlvBZ3vk+Zvr0AZ49A+rUAZo1K/5xk9LXqRPQsSOQnCx7na5dS2w4hBBCSF4UrPxOHTlyRCyYBgATJkzA1KlTcerUKURFRSE2NhZVq1YFAMybNw9+fn7FPi5LS0ssW7YMAoEAjo6OuH37NpYtWyYWrPTx8cHYXN0FhJmcisrOzsamTZugr6+PmjVrwtvbG9HR0Th27BhUVFTg6OiIBQsWIDQ0VGqw8t27d/j48SOcCujmKgz4XbhwAU2aNAGQU6PxwIED6N69OwAgIyMDa9asgauwTpCM69u3b1/06tVLFEC2t7fHihUr4OnpibVr1yIuLg7//fcfgoOD0aJFCwBA9erVRdsbGRkB4NOoZWW+KjLmdevWwdbWFgAwYsQIzJo1S+Zt8fTpUzDGxIK7FStWxJYtW9C3b1+kpqaib9++8PX1Rf/+/fHrr78iJiYGHTp0QEZGBmbMmIFu3bqJtrWwsADAHwMUrCTfnJUrgXXrgPXrFZ/3S0qPtTUPLI8eXaRAJQCMG8f7W0ycWLggpZCFBa8mkJLCk3MdHXNd+OULL4QpLRhOyraoKH5esyYAXs7277951YghQ4A7d3h50i1bgLVreYlbqVxdebDy5k0KVn5PBAJew5YQQggpgyhYWUySJ8r+pVJVRVXs/zdj38hcV0UgPlM/9rfYIo1LyNvbG2vXrhVbJgxiRUVFoVq1aqJAJQA0LqEukY0aNRKbrt24cWMsWbIEWVlZUFXlt1u9QnRQlcba2lqsRmOVKlWgqqoKFRUVsWVv3ki/f4TT0wUFfHuMioqCmpoaGjZsKFpWqVIlODo6Ikr4RQOAhoYGXFxcJLbPe32vXbuGR48eiWUvMsaQnZ2NmJgY3L59G6qqqvAsQnBD3jHr6OiIApUAYGZmJvP2AoDUVF7WQCvPtMPOnTujc+fOov9DQ0Nx+/ZtrFq1CnZ2dti5cydMTU3RoEEDeHh4iLJOhVmhn4vaYICQsiYuDpg6lUeXHj7MP1j55g1w/DjQqxefukdK14oVPKOykESZj+A9T5TRsFsg4AHK69d5FQFRsPLMGZ4B6ujIpwKT8kX4flyjhmhWf9Om/HT9OrB0Kc/GPX2aB7sfP5Y+4xeurrzZCnV+/j7Ex/MfUgp6v0hKAnbu5LVRCyiLRAghhCgbfaspJroauqW+br770dWFnZ2d1MukdbDOG5ATBvRyr5uRkaGUsRVEVzf/20BFRUXiOkgbm3qeT+wCgUDqMmmNbgDAxMQEFStWFAveSSOrIzhjTOx21dbWlhr4zHt9s7OzMXjwYIwcOVJi3WrVquHRo0f5jkce8o5Z2u2VXwd0Y2NjAHw6uImMjKP09HQMGzYM//77Lx49eoTMzExR4NXBwQGXL19G+6+dKz98+AAAMvdFSLk1ciQPVDZtCvTvL3u97GzA2ZkHLK2teXcNUvoKmwIJXo9ST49PAVdmsqOTU06wsmPHrwsdHXntuteveR1UZ2flHZAUL8bEgpXb1/CsysmTgTlzeFBywgTgxx+BwYP5SWqgEsjp/EzByu9Dr178+b5jB28CJktmJn/gADzNu4hNMQkhhBBFUIMdIqFmzZqIi4vDy5cvRcvCw8PF1hEGh3I3UxE2uCmKS5cuSfxvb28vyqqUh4mJCZKSksQazihjbHmpqKigR48e2L59u9htJZSSkoLMzEzUrFkTmZmZuHz5suiy9+/f48GDB6jxtc6UIurUqYO7d+/Czs5O4qShoQFnZ2dkZ2fjrIwsGQ0NDQC847gsyh6zkK2tLQwMDEQNdKSZPXs2/Pz8UKdOHWRlZSEzM1N0WUZGhti479y5A3V1ddSqVavQYyKkzDl4kJ/U1Hj0QSWft2oVlZwvm0ePyl6PlIwnT3gAuZBCQniC2549ym/SLaxYcv9+roXm5rwZEMDnCZPy49UrICGBvwY4OIjKV36dES5iYwOcOCFefvDgQT41XPTbojBYeecOr5NLvl0fPvDmWu/f8wKn+alYMae5zq1bxT82UvZcu8ZLmixfzn/YIoSQEkTByu9Ueno6Xr16JXZ69/VNqEWLFnB0dETfvn1x8+ZNhIWFYfLkyWLb29nZwdLSEjNmzMCDBw9w9OhRLFmypMjjevbsGUaPHo3o6Gjs3LkTK1euxG+//abQPho2bAgdHR1MmjQJjx49wo4dOxAYGFjksUkzb948WFpaomHDhti6dSvu3buHhw8fYtOmTXBzc0NycjLs7e3RsWNH/PLLLzh//jxu3ryJ3r17w8LCAh1F6S3ymzBhAsLDwzF8+HBERkaK6kv++uuvAPj0dn9/f/Tv3x8HDhxATEwMQkND8d9//wEArKysIBAIcOTIEbx9+xbJUoqrK3vMQioqKmjRogXOnz8v9fK7d+9i9+7dorqXTk5OUFFRwcaNG3H06FHcv38f9evXF60fFhaGZs2ayWwSREi5k5QEjBjB/x47FpAnEN+2LT+nYGXpysgAXFwAY2M+bVJB2dn8LgeAoUMLjiMoSjj1+8GDPBcMG8bPt22jbtDlSWYm0K8fT8XV0srba0dM7kTfN294p/CAAB6nTkwEYGsL6OgAqamAEmZnkDIsKIgHpGvX5pHsglDW7fdrzhygXj1g2TLg99958eOffuK/qhXhRzlCCJEXBSu/U8ePH4eZmZnY6YevnUFVVFSwf/9+pKeno0GDBhg4cCDm5qlVo66ujp07d+L+/ftwdXXFggULMGfOnCKPS9hkpUGDBhg+fDh+/fVXDBo0SKF9GBkZ4d9//8WxY8fg7OyMnTt3YsaMGUUemzQVK1bEpUuX0Lt3b8yZMwfu7u5o1qwZdu7ciUWLFsHQ0BAAsHnzZtStWxft2rVD48aNwRjDsWPHJKZRy8PFxQVnz57Fw4cP0axZM7i7u2Pq1KkwMzMTrbN27Vp069YNw4YNg5OTE3755RdRpqmFhQVmzpyJP/74A1WqVMEIYWAkD2WOObdBgwZh165dEtPrGWMYNGgQli1bJpr6rq2tjcDAQMyaNQsDBgzAqlWrRE11AGDnzp1izZcIKdcY49Gq58/5l8ipU+XbztcXUFUF7t4FCtlwjChBRASfuq+iUqj52//+C0RGAgYGwLRpyh9eq1b8ISJRA9PLi0e4kpN5wJKUD5aWvOX3//6Ht295opywNml+jIyAMWP4lPCDB4FFi8BfP4QlACgo9W07fJifd+gg3/rCWur0uPj2ffkCfPyY83+bNnyGx48/AnXr8st37+YFcO3tKdOSEFLsBCy/AnN5MMZw9uxZhIWFITY2Fp8/f4aJiQnc3d3RokULWH6DnSQTExNhaGiIT58+wcDAQOyytLQ0xMTEwMbGRqJhyLdIIBBg//796NSpU2kPhZRjjDE0atQIo0aNQs+ePQu9n6NHj2LcuHG4desW1GQUif/enqOknMvO5plSW7fy7JfWreXf1sODT+1btQoYPrz4xkhkmzsXmDKFz7fds0ehTT9/5kGm58+BBQuA8eOLaYyyrFoF/Porz7a6fbuED06K6uxZHnOuXp030ZHHmjX8paJFCyA4GMC5czyC6erKsyzJt+fLF95YJzERCA8HGjUqeJv//Y8Hq+rV4z/IkG9TSgrQrBlQvz4vPyP05g3wtaklbtwANmzgv6zZ2fEp4oQQoqD84mt5yZVZmZqaKpru6ufnh6NHjyIhIQGqqqp49OgRpk+fDhsbG7Rp00ai5iAhhOQmEAiwfv16sVqUhZGSkoLNmzfLDFQSUu6oqPBMqVOnFAtUAjQVvCw4c4afe3srvOny5TxQWa0a761U4nr35hk0d+4AMTGlMACisNhYID0dAGTWq8yPsKLKzZtfa1d6eACNG1Og8lt27hwPVFauDDRoIN82VM/028cYb6R04wZw4AAvaSIkDFQCgLs7sHo17ya/c2eJD5MQ8v2RK1jp4OCA69evY926dUhMTMSlS5ewd+9e0VTbuLg4PH78GM2aNUOPHj3wzz//FPe4CSHlmKurK/r06VOkffz4449o2LChkkZESClhjH/oF34JVFUFmjdXfD/CYOXZs6IABilB6enAhQv8bwWDlVlZvNkJAMyfDxRnEvjevby5/MGDeS6oUAH45x/g6lXAyqr4BkCUp0kTQFcXiIwsVLCydm3++8jbtzz2QL4Dwing7drl37gtN2E907Q0+dN2Sfmyfj2wfTv//LFnD8+wzo+ODuDgUDJjI4R81+RKSQoKCkLt2rXzXcfKygoTJ07EmDFj8LQQheVJ2adAxQBCCCEFYYzP9128GDh2jE//zt0JQxG1avGgp48PoKmp3HGSgl26xL/MV6kivcNJPlRV+Wy6rVt574LidOECsHkzj01K9EoLCCjegxPlSUjIiTBWr45p03ifHVNT+Xehrc1LD0RF8Vqp5maMZ3ZHRgIzZ/LiluTb0q8fL4qryA9iqqpAaCivo2xsXGxDI6Xk2rWcdP758/lUcHkwBgwcyMsJhIQAuermE0KIssgVrCwoUJmbhoYG7JXdwpIQQgj5luQOVAI8S6qwgUqAb1vckS4iW+4p4IW4H/X0cppyFycnJ35+/37xH4sUo6gofm5hARgYwASFqj6A/v2BT5++NoUWCHjd1ZgYHvkszA5J2ebmxk953L0LVKwImJvL2E5YM4B8Wz5+BLp357VMO3TgDf7kJRAAly/z16IrV6T8+kUIIUVX6G7gmZmZWL16Nbp3744uXbpgyZIlSEtLU+bYCCGEkG/Ttm05gco1a4ChQ0t3PKRo2rfnzXV69ZJ7k3PngAkTeF+lklJgsPLoUZ59FRZWYmMihSAMVioy71uKsWOB2bNzJQML6xNS5+fvxtWrvOG3jQ0wYgTw8mVpj4iUCMb4a31MDGBtDQQGKv5Dm7AU0+XLyh4dIYQAKEKwcuTIkdi/fz+8vb3h6emJHTt2oF+/fsocGyGEEPLtYQxYupT/PW2acgOVq1fzjCjq6Fyy6tblUZ/27eVa/fp1vurChfwuKynCYGVsLJCaKmWFvXv5l9b9+0tuUERxx4/z81q1cO8e8McfSrrLKFj57fr3X/4g+fRJbPGuXfwHky9f+GuRrS0wZgxvAi3y7h2fCaDAjzGkjBMIgJ9/5lP79+zhqbWKomAlIaSYyR2s3J/nU9DJkydx4sQJDBs2DL/99hu2b9+OoKAgpQ+QEEII+aZcuMCDAdrawG+/KXffQUG8vtiRI8rdL1Ga+/cBX1/elNfTk5f9KikmJvw7KWNAdLSUFfz8+LkwGEbKnuvXgf/9jwcbAgJw8SKwYAHw99+F2118PH/ZSE0FBSu/VYwBEyfy6f0REWIXNW/OK4hMm8arkaSl8d/SqlfnzaEBABoawKJFvC7y+/clP35SPLp3579c1a1buO2FwcorV6hTPCGkWMgdrNy4cSM6deqEFy9eAADq1KmDIUOG4Pjx4zh8+DDGjx+P+lTThBBCCMmfMJWuVy/lN7EQdgU/elS5+yWyHTsGHDokkbEkzdOnQMuWPFGpbl2+mbZ2CYzxK4Eg5/vlf/9JWaFlS95QIyqKD5aUPcLyEb16Aa6uheoEnpu7O9Cmzdf4pDBYefcukJFR5KGSMuLxY+D5c97luUkTsYv8/HgMcuZM4Px5/nJWty5QtSrg7Px1JQODr4VNQYHs8o4xIDMz539d3cLvq1Yt3hk8OTmnNAUhhCiR3MHKI0eO4KeffoKXlxdWrlyJ9evXw8DAAJMnT8bUqVNhaWmJHTt2FOdYCSGEkPJvwgSeTjdihPL3LQxWhodTBkxJmTOHNxfYty/f1V69Alq04DGDGjV48qKBQQmNMZdBg3g8UurDo0IFoHFj/jfNlimb/vkHmDcPmDULAIocrBT2W7l5E7x2nb4+nxNMUzu/HcIGYI0a8eCSDAIBD15GRPBN1HK3YaWs229DWBhgZ1f4VOzc1NRymi/R6wUhpBgoVLPyp59+QkREBG7dugVfX1/06dMH165dQ2RkJFavXg0TE5PiGidRMsYYBg0aBCMjIwgEAlSoUAGjRo0SXW5tbY3ly5eX2vikEQgEOHDgQGkPgxBCisbNjQccpHRlzc+TJ/wL5IULfNZVZCTw6BFPlBCpVg2oXZsXIaPsyuKXlJQzrdLHJ99VO3Xi95eVFXDyJC8VVhrat+c9FWR+V23dmp9TsLJs0tXlU3qrVwegvGBlZCQAFRU+VVhNDbh1q6gjJWWFMFiZp8P7xo3AnTt53kPAg5ZmZnn2IQxW0uOifFu4kGfNKyvo3Lgx//VNVVU5+yOEkFwUbrBToUIF/PPPP1i0aBH69OmDcePGIVVqlXbFnDt3Du3bt4e5ublEUCojIwMTJkyAs7MzdHV1YW5ujr59++JlAS3rAgMDIRAIJE7UtRw4fvw4AgMDceTIEcTHx+PBgweYPXu2zPUpUEgIIaVr61YeD/vhBz6V190dsLfn0/fEdO3Kz//3vxIf43fn/Hk+pc7Ghkchc3n2DEhPz/m/Xz/AwQE4dYpPsSwtamqApWU+KwjrVoaEiF8BUrqeP5doHZ+UxB9nQK6O3gqSSJibN49HsIYNK9wOSdnCWE6w0stLtDg+nif4OzvzrO+8MjOBIUN4MmZiIiiz8ltw5w7/EVNFBRg9Wjn7nDeP/2ISEKCc/RFCSC5yByufPXuGHj16wNnZGT///DPs7e1x7do1aGtrw83NrcjNdVJSUuDq6opVq1ZJXPb582dcv34dU6dOxfXr17Fv3z48ePAAHTp0KHC/BgYGiI+PFztpaWkVaazfgsePH8PMzAxNmjSBqakpKleuDH19/WI/bgbVQCKEfK/27+cf6EVdCxRTqRLPnrK353ExYWbe1q15MmO6d+fnJ08CCQlFGTEpiJSMpc+feWCyenVg27acVfv356UA7exKeIz5ePSIZ1mKcXMDTE15APb589IYFskrMxNo1QqoU4d3aPpK+KepaeGa+QI5mZW3bn2NhZqbA46ORRouKUMePODRSE3NnBIPAA4f5uf160vJogT/UePIET6799YtUD3Tb4Gw3m3Xrsp7IxIIlLMfQgiRQu5gZd++fSEQCLBo0SJUrlwZgwcPhoaGBmbNmoUDBw5g/vz5+PHHHws9ED8/P8yZMwddunSRuMzQ0BDBwcH48ccf4ejoiEaNGmHlypW4du0a4uLi8t2vQCCAqamp2Kk4McaQkpJS4ieWdw5HPgICAvDrr78iLi4OAoEA1tbW8PLyEpsGnpu1tTUAoHPnzqL1hQ4fPoy6detCS0sL1atXx8yZM5GZq3CzQCDAunXr0LFjR+jq6mLOnDlybffw4UN4eHhAS0sLNWvWRHBwsPx3AiGElEXLlgFbtgAKZKlHRPDurADw66/8e+KDB7yBZ0wMb9IaEyMWv+BF7+vU4S2nP3xQ5jUgeUkJVi5YAAQG8vjSpUs5q6qr56kBV8oWLeKB76+lD3OoqPAH1O3bgK1tqYyN5LFtG29g8eyZWGRJ2NOisFPAAZ7tq60NpKTwPixiIiMpQ7u8Cw/n540bA7mSNQ4e5OcdO8reVKKeqZ4er3lJP2KUP8+fA9u387/HjVP+/jMz+S91hBCiRHJ/bL569SoiIyNha2sLX19f2Ai7wgGoUaMGzp07h/Xr1xfLIKX59OmTqNZifpKTk2FlZYWsrCy4ublh9uzZcHd3l7l+eno60nNNe0pMTFRoXJ8/f4aenp5C2yhDcnIydOXs6PbXX3/B1tYW69evR0REBFRVVdFdmIkjRUREBCpXrozNmzejdevWUP1al+TEiRPo3bs3VqxYgWbNmuHx48cYNGgQAGD69Omi7adPn4758+dj2bJlUFVVLXC77OxsdOnSBcbGxrh06RISExNlBlIJIaRcuHWLF7ZXUwMGD5Zrk/h43py5ShUgOJiXo8xNTw+YO5dnWUpM671yhWpIFbcPH4Dr1/nfuYKVJ0/y87/+AkaOLIVxyemHH/j5rl084aZSpVwXGhqWypiIFGlpgPAz1aRJYvdN7958Zm9KSuF3r6rKy9xGRPDYpL391wsuXuQPEj09wNMTqFy58AchpcffH/DwAD59Ei1KTuZVHoD8g5WurnzWsKie6ePHgIkJZdOVR8uX84Cit3dOUxxlmToVWLoUmDGjeAKhhJDvltyZlXXq1MG0adNw8uRJUf3IvIQBp+KWlpaGP/74A7169YJBPq00nZycEBgYiEOHDmHnzp3Q0tJC06ZN8fDhQ5nbzJ8/H4aGhqKTZb6FnconQ0ND6OvrQ1VVFaampgU2RhJeXqFCBbH1586diz/++AP+/v6oXr06WrZsidmzZ+PvPFX7e/Xqhf79+6N69eqwsrIqcLtTp04hKioK27Ztg5ubGzw8PDBv3rxiuCUIIaSErF7Nzzt35tMs5TBqFP9+aWAAWFhIX2fsWD7rW+I3MgpUFr/Tp/m8WVdX0R2UmJjTbye/IEBZ0KgRr3ualgZs2iRjpdRUypYpbWvX8ozKqlUl6kiqqPAfMQpbr1Jo7FieDdykSa6FjRrxDO2kJGDatKIdgJQegYDXpMiVqHHiBC9HW706T8SXRSyzEuABawpUlj9JSTkd1caPV/7+DQz4+0TuqQSEEKIEcmdWbt26FWPGjMHvv/8ONzc3iYBUScnIyMBPP/2E7OxsrFmzJt91GzVqhEaNGon+b9q0KerUqYOVK1dixYoVUreZOHEiRucqOpyYmKhQwFJHRwfJyclyr68sOjo6JX7Ma9euISIiAnPnzhUty8rKQlpaGj5//iwaU7169RTaLioqCtWqVUPVXB0IGueqs0MIIeXKx4/Av//yv0eMkGuTY8eA//7jMcf164sQe4yJ4Wk0Un5gJEXUrRsQHQ28eydaFBYGZGXx2dN5+u2UOQIBMHw4b7KxZg3vtyD2OBs/Hli5kqeIltCP0SSP5GSePg3wrCVt7WI5jNQqTioqvHSFhwfwzz/8wUKvI9+E3FPA84s9CoOVt2/zpLyyVMaCKEBfn0/P2L2bl4dRtoYN+fnly8rfNyHkuyb3246VlRX27NlTnGMpUEZGBn788UfExMTg9OnT+WZVSqOiooL69evnm1mpqakJTU3NQo9RIBDIPR27vMvOzsbMmTOl1hnN3cQo7+1R0HbS6m8K6JdcQkh5FRjIsw6cnYFmzQpcPTk5J4Hq99/FEmKkunsX2LuXlyRr2TLXBevX8ynnfn48+kmUz8GBn746fZqf+/iU0ngU1LMnn7UXGwsEBQHt2uW60MCAp10eP07BytJy+TLw/j3PqvT3F7vo82e+qGZNPguzWAJJzZrxZhx79wJjxvCUPPo8Vn4EBvIayQEBQKdOAHgztrAwfnFB2d+2toCuLi8z8PAhUMPwJQ9av3qVUwuTlA+NGvFTIbx/z2dvyPx6XLcu/6XrxQt+kjUVhBBCFCTXNPAUBYvhKLq+PISByocPH+LUqVOoJFZcST6MMURGRsJMWts7ki91dXVkZWWJLatTpw6io6NhZ2cncVJRkf3QKmi7mjVrIi4uDi9fvhRtE04figgh5RFjOQ0qhg+X64v+9OnA06c8M2/GjIIPsW0b32bLljwXeHjw8+BgarSjbK9fS1384QP/zta8eQmPp5B0dHiXciCnUoGInx8/P3UK+PKlRMdFvoqO5ufu7hLRyOhoYM8efr8pI1B5/jxPpP34Mc8FCxbwTl7BwfSjR3lz+DBPo7x3T7RIIOD9s44fB5o2zX9zFRXAxYW/F719C14v9eBBPt23TRueeXvnDn+fI2VTdnaRNvf3B4yNefWaUaP43S1BV5cXvgUou5IQolRyBSvt7Owwb948seBRXowxBAcHw8/PT+YU6/wkJycjMjISkZGRAICYmBhERkYiLi4OmZmZ6NatG65evYrt27cjKysLr169wqtXr/Al1wfovn37YuLEiaL/Z86ciRMnTuDJkyeIjIzEgAEDEBkZiSFDhig8vu+dtbU1QkJC8OrVK3z8+kl22rRp2Lp1K2bMmIG7d+8iKioKu3fvxpQpU/LdV0HbtWjRAo6Ojujbty9u3ryJsLAwTJ48udivIyGEKEVaWk6dP4GAt/E2MQF+/rnATa9f53XwAV6qTp5EfWE2XFAQn6on4uTEszkzM3Pm/ZGiu36dZ4707i3xJX3zZh6w7NChlMZWCEOH8ofplStAQkKuC9zdeY26pCTebIWUvL59gatXgZkzJS4Sxp+K0gk8t4AA3hBK2DNKxNY2p1MU1a4sP7KzgdBQ/neuBmAAz5Dz9ZUvyH3mDM+89vAAf0PK/YYzejR/jzE3B/r0EQuKkjIgOxuoV49/Bnn/Xq5NvnwRj2/a2vLzDx94RRBnZz6LY+NGPgtEhKaCE0KKgVzBytDQUNy4cQM2NjZo2LAhhg8fjrlz52LJkiWYMmUKunTpAnNzcwwYMAAdOnTA+EIU77169Src3d1FnbpHjx4Nd3d3TJs2Dc+fP8ehQ4fw/PlzuLm5wczMTHS6mOsDdFxcHOLj40X/JyQkYNCgQahRowZatWqFFy9e4Ny5c2jQoIHC4/veLVmyBMHBwbC0tBTdR76+vjhy5AiCg4NRv359NGrUCEuXLoVVAYW6CtpORUUF+/fvR3p6Oho0aICBAweK1bckhJAy6f17YMoU3po7d5pa167AhQtSuuBIMjLiU7l79MhJbCtIo0Z8uw8fpNS3Fxaj++8/+XZGCvbXX7wwJWNSM2UNDIqttGCxsLXlHX+fPQMqVMh1gYpKTn0zyqgrHXp6fIqllFoQUVH8XFnBSolmKrmNH89faHx9i5ypRUrInTv8TUFXlwesULgESImpvwcP8gfJ4sX88aCtzaeFv3oF5PoORsqA1auBGzeA7dvzmcOdIzCQN106ciRn2YgRwIMH/C2gSxce4L50idc6trDI9ZmDgpWEkGIgYNIKBMrw/Plz/O9//8O5c+cQGxuL1NRUGBsbw93dHb6+vmjTpk2+03/Lo8TERBgaGuLTp08SNTLT0tIQExMDGxsbsRqNhJCygZ6jpMR8+cI/rH+dHYBmzYBz5wq1K8Z4cqYiAa+ffwZ27AAmTAD+/DPXBdHRPMNSTY1PXTYyKtSYyFevXvH2yxkZ/EtZrh8/MzIAdfVSHFtx+O8/Hjl3cMiZkkzKhC5dgP37eexcmPhYFLNn88TJPn2ArVuLvj9Syv76i8/b9fXlc77B45ddu/Kn9KxZiu1Oxm8zvK14eDifBmxsXORhEyW5dImnw2ZkyPUicehQTg3Tzp2Bffukr/f6NX99OHmSV7Zp1gyoVAn8/WHsWJ7Fm6tRLSGE5JVffC0vhSKLVatWxe+//479+/fjxo0buH//Ps6fP4+VK1eiXbt231ygkhBCCJHLn3/yQGWlSryQnLDTihyePQOWLMnJehEIFM/ME87My50RAQBwdARcXflU8AMHFNspkbRuHf/y17ixWKAS4JlpjRrxenDlmVh56tateb3CBw/K/xUrb9LSeDRgxYo89R04ZU8DF2ZWCn9vIeXcmTP8PNcU8IMH+VNZYqp/PrKzgVateCWTV6+krKCpCXh5UaCyLHn7Fujenb9Xde/Op4Hn49EjXnECAIYMAXbulL1ulSq8KdvJkzy4KWoh4ejIa6RSoJIQokQUXSSEEEKK4vZtYM4c/vfKlTx1Rc6OF0+fAp6ePCFh2bLCD8HXlzd2uXsXiInJc6FwKvj+/YU/AOEZRGvX8r9/+03soufPefAoIgIwNS2FsSnBjh08OWr69FwLDQx4S/olS3J9KyUl4vFjYM0anu6oqip2UXo6DzAAygtWurry86govn+pkpJygmCk7MrKAs6e5X/nCVYCBXcBz01FBYiL41VOpJYIyC0+nneFu3VLoeESJcrK4lMtnj/nGfEbNuTb2O/zZ/6R5dMnoEkTnoQpx4xxCARy9QskhJAioWAlIYQQUliZmbydckYG76ry009ybxobyxNSYmJ43cDu3Qs/DCMj3tnVwEBKAlzv3sDu3cCuXYU/AOG335s3QNWqfA5uLsL4Td26eeo+liOZmTzYLVGe8s8/ebaMiUmpjOu7JZx27+AgERV49oz/HmJgAJiZKedwlpZAxYr8cSC1T0pSEg9Y+/jISLEjZca7d/yXh0qVgDp1APBg49Wr/GJhJr688q1nmtvYsbwZ1F9/KXYAojyzZgHBwYCODrB3L3+RkIExYNgwHluuXJlX/dDQkP9Q587xw4m9Xjx/Dly7VvjxE0JILhSsJIQQQgorIoJ/g6tQgWfdyZlq8OIFD1TGxgJ2drxpq6Vl0YayfTv/jirRmKdaNZ5dKU9rcSLbhg38fPhwieKUwln/Pj4lPCYlat2an9+4QX0yygRhsNLRUeIiOzsgJYUHl5WV3SQQ5GRXSp0Krq8P1KrF/xZm7ZGyqUoVICyMP5G/ZvmHhvLgVM2aige4831c5DZ8OD8XvhmRklenDmBoCKxfzwPW+ThyBNiyhWfP7trFG+YoYtEinokfHPx1wbFj/INM3778xw2xmiKEEKI4ClYSQgghhdW4MS8Atm0bYG4u92Zz5/Ip4Pb2/Etk1apFH0rVqt9gg5ey5PBhPh36l1/EFjOWE6xs3rwUxqUklSuLmgYL+3HkePeOt4qVuIAUm3yClQCfGa6M143cZs8GLlzIqRwhwcuLn9NU8PIh1xtCUV6j5K5n2rgxTy9PT8/5cYeUrI4deY2In38ucNU2bYCpU4H588WqBcitUSN+LuoI/jWLF/fu8YxONTVAS4tP/Rg4UPEDEEK+ewoHK+Pi4iCtgThjDHFxcUoZFCGEEFJu1K6t0Ly6hASezQAAf/+teDZDQRgDUlPzLMzO5hFSNzfg4UPlHvB7UaECnw6dp3bj48e8ppu6Op+KX561acPPJaaCb9wI9OsHLF9e0kP6fj14wM8dHMQWv38PfPhQPIf84Qdet05mErYwohEaWjwDIEWXkcEfJHmEhPDzwmR/C4OV0dFS3ltyEwhymrmsWSO1MRQpBtnZPNVaSM5mR6qqfBr3+PGFO6xEsNLUlBfAzC09Hfj4kTcMI4QQBSkcrLSxscHbt28lln/48AE2NjZKGRQhhBBSpu3cWei6TBcv8u+TtWvnJCopy969fIroyJF5LlBR4d8obt7kNQiJ0ggzlho35mXCyjNhsPLkSf4YFenUiZ+fPs07MZDiJyOzcvJkXuO2VErQNmvGA1LR0cDLl6UwAFKg8+d5fdn27UWLMjJ4ENrGhjd0U5SpKd9ldjZw504BK/fowVd+9iynow8pXtu382ka27fLtXpYWJ7X90KqX5+/HMTG5ipju2dPTvD07Vs+hSQqCpg3r+gHJIR8dxQOVjLGIJBSICc5ORlaWlpKGRQhhBBSZj15wqc0NWwIXL6s8OZt2vBMvMBA5XfT1Nfnwzt6lH9fEDN5Mj/fupUPgMjn6FEepNm0SerF1avzabOdO5fwuIpBvXo8KScxkQfVRRwdAScn/g03KKjUxvfdyJ0+aW8vWnz/Pp9dm5Cg/CngQtu28Wb3MTFSLqxYEXB3539TdmXZFBzM0+tzdfpSV+cvX0+e8LtQUQIBz8j08ZGjDKGWFjBoEP97xQrFD0YU8/kzMGkSr0/67FmBqz99yu9HOzupCbgKMTDIKWMr9lFIIOC/3Bkb85rZTk78HOAvXoQQIic1eVccPXo0AEAgEGDq1KnQyZU+kJWVhcuXL8NNOE+AEEII+VbNmsW/IHh58dSCQjA15Sdl8/TkUzjj43kpTWENQgB8zlbz5nw+4MKFwKpVyh/At+jAAZ6tJOMzTosW/PQtUFUF+vThs/Ykupp37MijZQcOKNT1nhRCpUo8WPnkiVi67sSJPFjUsSOfsl0cNm3iccjERGDzZikreHvzF5fQUKBXr+IZBCm8kyf5ecuWSt2tQpm8Q4cCK1fyHzkyMqiYcnFatox34K5WDRg1qsDVlyzhs/Pt7CQqmhRKo0Y82/bSJf66JBNj/Efe7duB8PCcHz0IISQfcmdW3rhxAzdu3ABjDLdv3xb9f+PGDdy/fx+urq4IDAwsxqESIs7a2hrLS7F+VnR0NExNTZGUlFTofdy+fRtVq1ZFSu5aM4SQsuvp05ypVgsW8OnVCoiNVf6QctPUzOkGvmePlBWE2ZUbNuSat0Vkys7mjXUAsWmV37KlS3mQStgBWEQ4FfzYMV6HjBSvihV5s5KvLlzgcWIVFd4Qo7gI9x0YCERESFmhZ09ej3DcuOIbBCmc9+95IBkQ/YLCGHDjRgk3Zraw4L+YrV9Pgcri9OpVTlmX+fN5Vms+3r7N6Xs0caJyhiCsW3njRgErCgT8R970dP64IIQQOcj9LevMmTM4c+YM/P39ERQUJPr/zJkzOHHiBP7++2/Y55qqQsqugIAACAQCCAQCqKmpoVq1ahg6dCg+fvwosW5qaioqVqwIIyMjpOaqqr1u3Tro6+sjM1fx7OTkZKirq6NZs2Zi+wgLC4NAIMCDr8Xib9y4gXbt2qFy5crQ0tKCtbU1evTogXfv3hXTNeYCAwNRQSJVpPAmT56M4cOHQ19fHwAQGxsLDw8P6OnpwdPTE0+fPhVbv23btti7d6/YMmdnZzRo0ADLli1T2rgIIcVo8WKeltC8OdCggUKbRkXxmmEtWxZv3wFhJ9/du/kXVTFeXrx4WXo6T7Eg+bt6FXj9ms+vl1Ls7dYtXr5PSt/Bb0+DBjwdOCmJpgCXMMZyYoMDBgA1ahTfsRo14tm1AJ8OLvHYrluXZ87RZ/6yJySE32G1awPm5gB4Y+g6dXjZAGW873z8KKXEiDTlvYBveTB9OpCczGd4yJHtvmIFb5BUr17husJL07EjL4V99KgcKwvLA2zfzsdNCCEFULhm5ebNm2FgYFAcYyElqHXr1oiPj0dsbCw2bNiAw4cPY9iwYRLr7d27F7Vr10bNmjWxb98+0XJvb28kJyfj6tWromVhYWEwNTVFREQEPn/+LFoeGhoKc3NzODg44M2bN2jRogWMjY1x4sQJREVFYdOmTTAzMxPbpqx7/vw5Dh06hH79+omWjRkzBhYWFrhx4wZMTU0xduxY0WW7du2CqqoquubtkgegX79+WLt2LbJK9GdvQojC3rzJSUuYNEnhzYWzrvX0ADW5i7Aorm1bPhU8NlZKZpRAkJNduXYtn+tJZBNmVfr68rTVPKZO5eW4Vq4s4XEVs+xs3j9KrIeUigr/ZioQ8G+npPjMmcOndN66BYBnVIaHA9rawIwZxX/4+fP5a0h4OO8lRsqJ4GB+nmsKuLABmKNj0d53GOOvdUZGMuqZynL1Kn8AE+W6cyfn88jSpQXO8khMzPkM8scfyquXbWwMuLjwEiIF8vLiP3IkJdELCyFELgoHK1NSUjB16lQ0adIEdnZ2qF69utjpe8cYb4BW0idFszo0NTVhamqKqlWrolWrVujRowdOCuvc5LJx40b07t0bvXv3xsaNG0XLHR0dYW5ujtBc2RWhoaHo2LEjbG1tcTFXZf7Q0FB4e3sDAC5evIjExERs2LAB7u7usLGxgY+PD5YvX45qwuLLUrx58wbt27eHtrY2bGxssF1Kx7ulS5fC2dkZurq6sLS0xLBhw5D89Ze70NBQ9OvXD58+fRJllc74+on/33//Rb169aCvrw9TU1P06tULb968yff2+++//+Dq6oqquSrcR0VFwd/fH/b29ggICMC9e/cAAAkJCZgyZQpWyagP5+vri/fv3+Ps2bP5HpMQUsqWLwfS0niG2dfXNHl9+gRs2cL//vVX5Q8tNx2dnBnLu3dLWcHPD/j9d+DMGV4hn8iWzxTwzMycBMMmTUpuSCVhyRKefTNrVp4LJk/mUw/Hjy+VcX03duwA/vqLT6UFcO8ej0WMGSNKmCtWFhY5v8eMH88/Z4qJjwfWrQP+/rv4B0Pkw5jUYGVICD/38Sna7gUC/kMbAERGyrnRiRM862/wYJ7SR5QnKIj/qtSli1wFbNev571tHB1LsRmcQJCTXUlTwQkhclA4WDlw4EBs3LgRzZo1w4gRI/Dbb7+Jnb53nz/zN/OSPhUlKfHJkyc4fvw41PPUlXn8+DHCw8Px448/4scff8TFixfx5MkT0eVeXl44c+aM6P8zZ87Ay8sLnp6eouVfvnxBeHi4KFhpamqKzMxM7N+/H0yBCGtAQABiY2Nx+vRp7NmzB2vWrJEIKKqoqGDFihW4c+cOtmzZgtOnT2P81y9UTZo0wfLly2FgYID4+HjEx8eLMh+/fPmC2bNn4+bNmzhw4ABiYmIQEBCQ73jOnTuHemKdKwBXV1ecOnUK2dnZOHnyJFxcXAAAY8eOxYgRI2QGYzU0NODq6oqwsDC5bw9CSCmoVo1HCiZNUjgtYfNm/oW/Vi2F45yFEhDAvx926yblQoGAZ2IUsjnQd+PpU55BqKLCW7jncfIkz1bJ3SD5WyFsGBQSkqc8paUlULlyqYzpu5GVxefuAjyyAB4jvnOnZMtEjh4NWFsDL14AuX6r5iIj+VTwBQtKbkAkf9nZwLRpvKaoh4dokTCzUhnTfoV1bOVOrPbxAays+KwE6mugXOPG8dTnRYvkWl0YYJ4wQeFS2wW6cgXw9wemTJFjZX9/QEODZ9wK66sSQogsTEGGhobs/Pnzim5Wbn369IkBYJ8+fZK4LDU1ld27d4+lpqaKliUnM8Z/3izZU3Ky/NfJ39+fqaqqMl1dXaalpcUAMABs6dKlYutNmjSJderUSfR/x44d2eTJk0X/r1+/nunq6rKMjAyWmJjI1NTU2OvXr9muXbtYkyZNGGOMnT17lgFgjx8/FtuvmpoaMzIyYq1bt2YLFy5kr169kjne6OhoBoBdunRJtCwqKooBYMuWLZO53X///ccqVaok+n/z5s3M0NCwwNvnypUrDABLSkqSuY6rqyubNWuW2LLnz5+ztm3bMktLS9a2bVv2/PlzdvbsWVavXj32/v171r17d2ZjY8MGDx7M0tPTxbbt3LkzCwgIKHBsRDHSnqOEFElaGmNZWQptkpXFmK0tf61et66YxlUUeV6PyFd37zLWoQNjrVpJvbh5c36fjh1bwuMqAdnZjJmZ8esXHCxjpS9fSnRM341Hj/gNr6mp8GuNsh05wtj69YxlZua5IDGRMVVVPs7Y2FIZGylYZCS/i3R1lfN0XbGC7699ewU2WrmSb2Rjw1hGRtEHQQrt8uXiebs/coTfxU5Ocm7w0098g8GDlT8YQkiZl198LS+Ff1sRNlsh0uno8JrBJX1StI61t7c3IiMjcfnyZfz666/w9fXFr7nmJmZlZWHLli3o3bu3aFnv3r2xZcsWUW1Fb29vpKSkICIiAmFhYXBwcEDlypXh6emJiIgIpKSkIDQ0FNWqVRMrETB37ly8evUK69atQ82aNbFu3To4OTnh9u3bUscaFRUFNTU1sUxGJycniWY5Z86cQcuWLWFhYQF9fX307dsX79+/L7DT9o0bN9CxY0dYWVlBX18fXl5eAIC4uDiZ26SmpkIrT9c9CwsLHDlyBHFxcThy5AiMjY0xbNgw/P3335gzZw709fURHR2Nhw8f4u88U6e0tbXLVc1OQr5bmpoKpyUEBQGPHwMVKgC5XlJLX2IiMGIEryFFrz+SatYEDh4Ejh+XuOjmTZ51qKpa/NP6S4NAkNNV/tixPBc+eMDTg+vUKfFxfReio/m5vT0+JKjg+fPSa+DUti3wyy9S6tHp6/M6AQA1WyrDhFPAPTyU05Rb4cxKAOjfHzAx4YUu//uv6IP4XsXE8BTngAAFi4bmaNCAJzUqW8OG/Pz+fd6AqUC//cazsiXqjBBCiDiFg5WzZ8/GtGnTKLAig0DAi5KX9EnRQsm6urqws7ODi4sLVqxYgfT0dMycOVN0+YkTJ/DixQv06NEDampqUFNTw08//YTnz5+Lalva2dmhatWqoq7wnl87pZqamsLGxgYXLlzAmTNn4COlUE6lSpXQvXt3LFmyBFFRUTA3N8fixYuljpV9/ZQuyOdKPn36FG3atEHt2rWxd+9eXLt2DatXrwYAZGRkyNwuJSUFrVq1gp6eHv79919ERERg//79APj0cFmMjY2ldk/Pbe7cuWjVqhXq1KmD0NBQdO3aFerq6ujSpYtYrU8A+PDhA0xMTPLdHyGklOzZA+zaxadnFsK2bfx8wAD+el1SGAMuXuTF9KUOXUeHR6Li4nIK9RNJUt57li3j59268eoA3yLhzHeJYGWVKsCFC3xe8oMHJT6ub57wNnV0xK5dfOZ99+6lOySAlxwUi5EI61lQsLL0ZWbyVs9374pFtoXBSmV1fhYGK+Pi5JzyC/D3GWGZsD//LL3Ie3l0+DAP9trYANWrAwMH8uLXNWpI6Z4n3c2bfBZ+cTI2Buzs+N9XrsixQaNGvBgulRQhhBRA4WDlkiVLcOLECVSpUgXOzs6oU6eO2ImUT9OnT8fixYvx8uVLALyxzk8//YTIyEix088//yzWaMfb2xuhoaEIDQ0VZSQCgKenJ06cOIFLly6J6lXKoqGhAVtbW5kZkDVq1EBmZqZY5/Ho6GgkJCSI/r969SoyMzOxZMkSNGrUCA4ODqLrkvs4eTtu379/H+/evcOff/6JZs2awcnJqcDmOgDg7u4uaqAjTVRUFHbu3IlZX381zMrKEgVNMzIyJMZx584duH9rRc8I+RZkZABjx/I6YFu3yr3Zu3c5f2/ZwjcdMaIYxpePzEzeF2bBAuDcOSkrqKnxRjsAsHdviY6tzHv4EMhVozm3L18AYYnh0aNLcEwlrEUL/hCJjs5zUxga5nQUolrLyifMrHR0xP37/M/S7l8ZEcE7Qf/8c66Fws92uWqXk1Jy5QoPCDZrxgtVfjV5MjB1Ks+QVQZDQ6BpU/73q1c5y7OygHnzgNevZWw4bBgvsH/7tpRfP4hU//4LdOjAC17HxvIX46ZNeZQ4JESumtOM8RKRVlZ8hkdxatSIn1+6VLzHIYR8XxQOVnbq1AljxozB2LFj0a1bN3Ts2FHsRMonLy8v1KpVC/PmzcPbt29x+PBh+Pv7o3bt2mInf39/HDp0CG/fvgXAg5Xnz59HZGSkKLMS4MHKf/75B2lpaWLByiNHjqB37944cuQIHjx4gOjoaCxevBjHjh2T+fhxdHRE69at8csvv+Dy5cu4du0aBg4cCG1tbdE6tra2yMzMxMqVK/HkyRNs27YN69atE9uPtbU1kpOTERISgnfv3uHz58+oVq0aNDQ0RNsdOnQIs2fPLvD28vX1RXh4uETQEeCZoIMGDcKyZcug97V1YtOmTfHPP/8gKioKW7duRVPhpz0AsbGxePHiBVoIOxoQQsqOnTt5o5XKlYGffsp3VcZ4UPCnnwAzs5yC9pqaQJ8+vFlFSVJX541CARldwQGgdWt+fukSdWvNbe5cwNYWmD9f4iINDT7d7dgxPq3uW5U7MHHiRJ4LGzfm5/TNVPmeP+fnuYKVTk6lNxyAdwePi+P9PN6//7qwSRMeQHn6tNDTUomSCLuAN28uNme/SRM+01aZj5+QEB74Gj48Z9nVqzww2rKlWKw0R8WKwJAhQNWqQFqa8gbzLRNGF3v25H9//AicPw/Mnp3zwlyAzZt5ZqWqas5U7eJSqGDlnj2Alxdw7VpxDIkQ8i0o9gqa5ZyiDXbKA39/f9axY0eJ5du3b2caGhpsxowZrEKFCuyLlGrcGRkZzMjIiC1ZsoQxxlhMTAwDwJzyVFV+9uwZA8BsbW3Flj9+/Jj98ssvzMHBgWlra7MKFSqw+vXrs82bN+c75vj4eNa2bVumqanJqlWrxrZu3cqsrKzEGuwsXbqUmZmZMW1tbebr68u2bt3KALCPHz+K1hkyZAirVKkSA8CmT5/OGGNsx44dzNrammlqarLGjRuzQ4cOMQDsxo0bMseTmZnJLCws2PHjxyUuW7duHevatavYstevX7PmzZszfX191r17d5aSkiK6bN68eczX1zff608Kp7w+R0kZkZXFWM2avBD8/PkFrj5ggHjjs3nzSmCMBQgO5mOpVElGg4XsbMbMzflKISElPr4yKTOTMWNjfpucPl3aoylVISGMnTkjpS/GgQP89qlduzSG9W3LzmbszRvGEhNZtWr8Zr5wobQHxVitWnwse/bkWtikCWMqKozt319awyKMMda0Kb9z1q8vlcNfupTzvhcUJGOlxERq5qaI7GzGDh3iTf0K4epV3qMLYGzuXCWPTcbxAMYqVlSgL9iPP/KNxo0r1rERQsoWRRrsCBhTvHhIQkIC9uzZg8ePH2PcuHEwMjLC9evXUaVKFVhYWCg1mFraEhMTYWhoiE+fPsHAwEDssrS0NMTExMDGxkai2Qr59q1ZswYHDx7ECYmUE/mlp6fD3t4eO3fuFMu2JMpBz1FSJBERPHVOT49nOxkaylx1zx5eV05VFejXj2eduLmV3FBlycwEzM2Bt295nxhfXykr9e4NbN/Op5fJkVn+zbtwAfjhB94R6c0bsc4UT57wGpVqaqU3vDLh1SuePiwQAAkJQJ7PR6ToUlL4Sw/Ay0pUqlS64/ntN14WcehQYM2arwsfPOA1TPN5bSTFLDERMDLic7FjYkQp/H/9xaf/tmxZMrWSR4/mtXx9faX2JCMl6N07oG5dng3drh3vE6dgX0CFZWTwBFobG559K1c5yt27+VSUmjV5vVVCyHchv/haXgq/dN26dQsODg5YsGABFi9eLKobuH//fkycOLFQAyakPBo0aBA8PDyQlJRU6H08ffoUkydPpkAlIWWRcBpWy5b5fhl/84Z/gQeAiROBf/4pG4FKgAfVunXjf8ucCk6158QdPszP/fzEApXZ2bzpjK0tcP16KY2trDA15UERxuRu9EAUI+yzY2xc+oFKABD2Sjx9OtdCBwcKVJa20FAeqLSzEwUqP3/m/Us6d86pKlDcfv2VB8ROnADyKenOf0HbsaOAlb5j69fL2VJbusxMHv+Li+MPiW3bij9QCfC3yrdveVlSufvm+PryX3jv3ZNZI5oQ8n1T+OVr9OjRCAgIwMOHD8Uylfz8/HBOagV/Qr5NampqmDx5MvT19Qu9DwcHBwwePFiJoyKEKI0wWOnnJ3MVxnjvgHfvAGdn3sygrOnRg5/v2wekp0tZwdubF7RSVsvY8u7QIX7evr3Y4qAg3vskIQGwty/5YZWWx495IGLYsDwXtGsHdOwI5KofTYro2DH+uFuzpszUqxTy9ORBj+ho4MWL0h4NETl5kp+3bCladPEibwRmYcHjySXBxoa/HAA8A1em337jnZrmzSuRcZUrJ04AgwfzTEMZTUcLEhjIMxt1dID9+/kEgZKi8FtBhQp8FgMAHD2q7OEQQr4BCgcrIyIipAZXLCws8Cp3azhCCCGkvMrI4OcCQYHByjp1+BeDwEDefKWs+eEHPhVcV5cHniRUr86r4s+cWeJjK3MePwaionhKqrD50FdLl/LzQYOAIvxGVe4kJwOrVvFmDWLfn1euBA4cyOkMToruyhXgyBHg2jU4OgLjxuX82FDaKlTgr3VAniTsdet4w4///iuNYZGzZ/l5rmBlSAg/b96cv4WVlFGj+PnWrbkaMeU1YAA/37WLN2ciXEZGzg3Ys2eh5+7368dneGzaBNSurbzhKeLLFwVWbteOnx85UixjIYSUbwoHK7W0tJCYmCixPDo6GiYmJkoZFCGEEFKq1NV569t373gHUxlUVIBJk/iUK+EX+bJGVZU3EX32jCdskHwIp4A3a8YLcH0VGcmnv6qq8izD74mLC8+aSkuT0hWcKFd0ND93dESdOsDChcCIEaU7pNz69wcmTABcXXMtfPSIp/IJI2Sk+Hz5wufZ7tgB3LnDl126xNO+c2XGC5MtW7Qo2eE1a8bfB2vUAF6+lLFSnTp8rFlZuYqfEqxaBdy/D5iYANOmFXo3qqo8abU0fuRISeGPAU1N/nufsTF/73B25j+aSv09QxisDA3lv4wRQkguCgcrO3bsiFmzZiHja9aJQCBAXFwc/vjjD3Tt2lXpAySEEEJKjZGR1MWM5SRfAmWjplx+bGzkqFuVmMijmt+zAQP4fPk//hBbvHw5P+/enTfY+Z4IBECXLvzvffvyXMgYz4769KnEx/VNEhaqdHQs3XHIMHQo8OefPPgg4uHBz6kUVPEaMoR3XHJx4dOohU9GXV2eBf61ScHr1zk1dVu1KtkhCgQ8UHr1ap7HSF7CX3w2bABSU0tkbGXamzfAjBn873nzFJ67/eULMGuWjDIvJUhXlwcqAR6Lfv8eiI3lcfULF3gpEYkxOjryU9Om/MFLCCG5KBysXLx4Md6+fYvKlSsjNTUVnp6esLOzg76+PubOnVvogZw7dw7t27eHubk5BAIBDhw4IHY5YwwzZszA/9k77/Aoqi6Mv5sOIfQSegldepUO0hVpogjSFBQUPxAUEFtQEKWDIAKCgqCAdLCAlCSEkhB6SwgEAgESEkhIrzvn++Nkdnazu8nuZmsyv+eZJ9mZOzN3Z2fu3HvuOe+pVq0aSpQogZ49e+KGAZnD9uzZg6ZNm8Ld3R1NmzbFvn37TK6jjIyMjEwxQBDYcJcPO3awg8iFC1aqk5nIyOBIUy2io9kw27MnUIikYQ6PlxdnpVAb5WdmAnv28P/FzatSRDRW/vVXnhC/V1/lpB6iR6qM6RCpjJVKn4YICOCxO5GN61UQXbuylSosjI0uMuYnJARYv55nyEqXZsNO1ao6ix49yn9bt+ZE7damQgUDQs8HDeJ2Iz6evUSLO59/zn2O1q05jttIfvwR8PXlyTRbc/Qo/6z373OC76Agzg4/YACrhmhJ5SgU7C184gRnr5ORkZFRw2hjZenSpXHq1Cns2bMH33//PT788EP8888/CAgIgKeJ+hoAkJqaipYtW2LNmjU6ty9evBjLly/HmjVrEBISAm9vb/Tt2zffTMxnz57FyJEjMXbsWFy5cgVjx47FG2+8geDgYJPrKSMjIyNTxLlwgUdcQ4fq3BwTA0ydyt4C//xj3aoVhnv3eCzQt6+OZKNVqwI1a7I7RHH3rszDyZMcnVatGvDii7aujW148UVOAJ6YmEevUMzeERRkk3oVKR4/5hvN2RkPXH3QsydQuzbPndgTKSkcdXz2bO6K8uUlN7rAQJvVq0jz3Xf8d8wYzvB16hTw7rs6i4oTaP37W6dq+khKArZt07PR2VnK2LV6tQNY5C3I8ePsYQpwZiJnZ6N2j4uT5KbFBEe2RKFgBZVatVh2pmNHvhf//Vea19DC1dXq9ZSRkXEMjDZW/vbbb8jMzMRLL72ETz75BLNnz0afPn2QlZWF3377zeSKDBw4EAsWLMBwcfpeDSLCypUr8fnnn2P48OFo1qwZtmzZgrS0NPyRz4zcypUr0bdvX8ydOxeNGzfG3Llz0bt3b6wU47lkZGRkZGTy8u+/QE6O3kHDN9+wsa9NG61oYbumdm22wSYl6cnW2qsX//X3t2a17Idvv2X3lHv3NFb36cOOTT/9ZEAofRHFyUmy3WuEgovWW9lYWXjEEPC6dRF2l92PGjY02nZhcZYtA15+WZJGACCFgovJXmTMx82bnNYZ4MwpBbgtrlgB3L4t2QJtQUYGUL8+MHasmlE7LxMncvpoLy82wBZXOnQAJkxgcVoxM7YRfPUVTyK1bs2HcWiePGHrq4yMjEwuRne73377bSTq0CZKTk7G2ya4rhvCvXv3EBMTg35qYVnu7u7o0aMHzpw5o3e/s2fPauwDAP379893n8zMTCQlJWksMjIyMjLFCNFdUkcW8EePgE2b+P/lyx3LIcDJCfjyS/5/5UodMoM9e/JfDde5YoIgsIfPN99opUxXKIB27YDBg21UNzth+HB2vq1eXW2laKy8cgVIS7NJvYoMz56xJmHDhggN5VWNG9u2Srp46SX+6+en5vUp61ZajjNn2GI9bJjBGdLq1+dn1VZ4eLBCBJDHqK1O+fJsVQ0M1EhmVuzw8gJ+/TWfC6Wfq1eBDRv4/1Wr7G9iIy8REWyTnTNHx8Y5czjCQ066JCMjo4bRxkoigkLHrN7Dhw9RpkwZs1QqLzExMQCAKnnEV6pUqaLapm8/Y/f57rvvUKZMGdVS05ZvexmTiYyMhEKhwOXLlwt9rE2bNmkZvW2JLk1Xda5du4YaNWogNTXVepWSkSkqPH0qiToOGKC1efFi1uzr1g3o0cPKdTMDr73G493nz9k2p4HoWXnhQoGanUWOixfZq6NUKcnwIqNB796sQ6aRqLZmTR5g5uRIWT1kTGPECH7udu5EWBivskdjZceOQMmS7AAlJqRGt26cxbhBA5aSkDEfkyZxxvXFi21dE6OYPp3/7tkDPHigp5DGzEcx49o1zfB3Iy2NRMCMGTxh8Prr/AjaO/fvs77m2rU6pLEbNeIv9ddfNqmbjIyMfWKwsbJ169Zo06YNFAoFevfujTZt2qiWli1bolu3bujTp48l66plJNVnOC3MPnPnzkViYqJqiYqKMr3CdsqECROgUCigUCjg4uKCWrVq4f3330dCQgL8/f1V2/QtmzdvVpUrV64cMjIyNI5/7tw5VVldNGrUCG5ubnj06JHFvmPNmjURHR2NZs2aFeo4mZmZ+Oqrr/Cl6I5kI+bNm4c333zToLLNmzdHhw4dsGLFCgvXSkamCPLff9xhbt4cqFFDY1NMjOTFoGGwcSCcnIAvvuD/ly/PM2CoWZNFLQWh+GnPiQOkfv00MgAsX875DmSpa753tF7rCoUcCm5OFAqgVCm7Nla6uUmGkRMncld6e7Oxf9cu+3fvckTq1GF3yQIYPJgdMG/etHyVCqJFC/bCVSoNcBp8+rR4eeXevMnh34MGmZzQ7sABfv7c3R3Hjt2rF0tbpKQAv/+eZ+PLL/Pf8+e5syUjIyMDI4yVQ4cOxZAhQ0BE6N+/P4YMGaJa3nzzTaxfvx7b9CopFw5vb28A0PKIjI2N1fKczLufsfu4u7ujdOnSGktRZMCAAYiOjkZkZCQ2btyIQ4cO4YMPPkDnzp0RHR2tWt544w1VWXEZOXKk6jheXl5aGdZ/+eUX1KpVS+d5T506hYyMDLz++uvYvHmz0fXOzs42qJyzszO8vb3h4uJi9DnU2bNnD0qVKoVuNp6yPHjwIIYYoZz99ttv46effoJS9nCQkTGOf//lvzpCwLdsYS2uF19kLzNH5Y03eMCQkMBeDhqI3pXFLRT877/576BBGqs3b+ZFlBOUYSfKgAA1pyDZWFl4iDQy6dizsRKQ2j+VsRIwIAW0jFHExXE6ZQNJSuLX1/79HIZtD8yaxX/Xr2d7pE4uXOCJwREj+AVb1MnMBEaP5u+akwOYmJy2aVPglVeATz5hW7YjoFAAU6bw/z/9lCevkrc30L49/+9ImQtlZGQsisHGSl9fX/j6+uLXX3/F/PnzVZ99fX0xd+5cjBo1Cm5q3gjmpG7duvD29sbRo0dV67KyshAQEIDOnTvr3a9Tp04a+wDAf//9l+8+hYUISE21/mJsIj13d3d4e3ujRo0a6NevH0aOHIn//vsPbm5u8Pb2Vi0lSpRQlVVfJzJ+/Hj88ssvqs/p6enYsWMHxo8fr/O8mzZtwujRozF27Fj88ssvoAIqPm/ePLRq1Qq//PIL6tWrB3d3dxARDh8+jK5du6Js2bKoUKECBg0ahAg1nbG8YeCiJ+jx48fRrl07lCxZEp07d8atW7fyPf+OHTswOI9Q2YQJEzB06FAsXLgQVapUQdmyZfH1118jJycHs2bNQvny5VGjRg2N6yLW588//0S3bt1QokQJtG/fHuHh4QgJCUG7du1QqlQpDBgwAHF5xKWjoqJw/fp1DFQznjx9+hTDhg1DyZIl0aBBAxw8eFBjn/79++PZs2cIkMXuZWQMRxCAI0f4fx3GylmzOKRt8WLHHpc7O0velaJRRMX48Ryj9f77Vq+XzYiJYW8OQON3v3ePI/WcnXlQKMNeUvXqsbypSmWlb1+OR7SQbnmx4OZNTjc/dSqePZNyTIjJ1u0NUbcyIIDtLSqIgIcPbVKnIsfy5UCzZlJjXQAnTvBv0aABP6P2QP/+QNu2LGer17uyZUuWEIiLA3butGb1bMNnn7HGb8WKPBNmYta2hg05IEDMBO4ojB/PxvSrV3XMb4kvWjkUXEZGJhejW8jx48fDw8MDWVlZePjwIR48eKCxmEpKSgouX76sMi7du3cPly9fxoMHD6BQKPDRRx9h4cKF2LdvH65fv44JEyagZMmSGD16tOoY48aNw9y5c1Wfp0+fjv/++w+LFi1CWFgYFi1ahGPHjuGjjz4yuZ4FkZbGklfWXgqja3/37l0cPnwYriZkihg7diwCAwNVv/2ePXtQp04dtGnTRqtscnIydu3ahTFjxqBv375ITU2FvwFZZ+/cuYM///wTe/bsUd0fqampmDlzJkJCQnD8+HE4OTlh2LBhENQ8E3Tx+eefY9myZTh//jxcXFzwzjvv5Fs+MDAQ7dq101p/4sQJPH78GCdPnsTy5csxb948DBo0COXKlUNwcDCmTJmCKVOmaMkI+Pr64osvvsDFixfh4uKCUaNGYfbs2Vi1ahUCAwMRERGBr/LElx48eBDdu3dH2bJlVeu+/vprvPHGG7h69SpefvllvPXWW4iPj1dtd3NzQ8uWLRFY3EI5ZWQKQ3Y2MG8eCzt26aK12cmJk4w4gjZUQYwaxRKDWg7uXbuyodLHxxbVsg2iF0e7duzdkYs4B9StG+eCKOqQIEDIydG5iDg7S84vqqzgrVuzYUW26JrOX39xGHVkJFxdgXXrOBlWqVK2rphuWrXinChJSWpSpQkJ7CFXp47Joa0yuTx/Lrm9d+hg0C7iPFv//papkikoFMDnn/O7MyFBTyEXFyl1+erVxntfOBLHjnFbCXCmvqpVjT5EYqKGE7bDqS6ULw+IqlY//ZRnoxjZcPQoe6DKyMjIkJGEh4dT165dycnJSWNRKBTk5ORk7OFU+Pn5EQCtZfz48UREJAgC+fr6kre3N7m7u1P37t3p2rVrGsfo0aOHqrzIrl27qFGjRuTq6kqNGzemPXv2GFWvxMREAkCJiYla29LT0+nmzZuUnp6uWpeSQsRvWusuKSmGf6fx48eTs7MzeXp6koeHh+paL1++XGfZIUOGaK0Xf6+EhAQaOnQoff3110RE1KtXL1q1ahXt27eP8t5eGzZsoFatWqk+T58+nd5666186+rr60uurq4UGxubb7nY2FgCoLon7t27RwDo0qVLGvU9duyYap+///6bAGj8fuokJCQQADp58qTG+vHjx1Pt2rVJqVSq1jVq1Ii6deum+pyTk0Oenp60fft2jfps3LhRVWb79u0EgI4fP65a991331GjRo00zte3b1/64YcfVJ8B0BdffKH6nJKSQgqFgv7991+N/YYNG0YTJkzQ+d2KC7qeURkZY0lOJkpNtXUtZCzGypVE5coRzZunsbpXL36/rlhhm2pZimfh4XTO15f8hw8n/1atKLhyZbrt7k5pejoYSoAiXVwoyNub/Dp3pk29P6Dm2EXNG2r3i2RMpGtXvt5r19q6Jgbz999EN28SCYLaytq1+XscOWKrahUNvv2Wr2OzZkRqfU19CAJRnTq8y19/WaF+RqBUEt29W0ChuDgid3f+AmfOWKVeVkcQiNq35+84ebLBuz17RrR/P9GMGURt2vDukyYRxcRYsK4WJjiYv4e7O9HTp2oblEqiqlV543//2ax+MjIyliU/+1pejBb0mzBhAlxcXPDXX3+hatWqBSa4MZSePXvmGxKsUCgwb948zJs3T28ZXV56I0aMwIgRI8xQQ8MoWZKFg61NyZLGle/Vqxd++uknpKWlYePGjQgPD8f//vc/k879zjvvYPr06RgzZgzOnj2LXbt26fTo27RpE8aMGaP6PGbMGHTv3h3Pnz/X8BrMS+3atVGpUiWNdREREfjyyy8RFBSEp0+fqjwqHzx4kG9SnRYtWqj+r5o7oxkbG6tTYzM9PR0A4KFD/OeFF16Ak1roRpUqVTTO6+zsjAoVKiA2Nlbv+UXt1ObNm2usU98nKSkJAQEB+Pnnn/Uex9PTE15eXlrnKlGiBNIK43IrIyMDAFi6lD0Ali0D1JqwIsOjR0BEhFoS7IcP2dPL0xMYO9amdbMK06cDU6dq6KXFx0v5HvIogTgkJAi4sno1UlesQLv799HeiH2dANTOyUHtmBggJgY9cQbvYC2ehwN/9x6Mfoe2w1UQgJAQdvlxZEFXW/DsGXDmDP/vQN6pYj4MDbp3B7Zu5YenXz+r16lIkJYGiAkSP/3UoDDh27eByEhOftSzp0VrZzROTkDdugUUqliR3f03b2bvyk6drFE16xIUxG2kuzvwzTcFFo+JYX1pXQFSZ89y1Hw+KRjsmvbtgQED2ENbY+jv5AT4+nKceNu2tqqejIyMHWG0sfLy5cu4cOECGtur6reNUShM1kq2Kp6enqifm1nwhx9+QK9evfD1119j/vz5Rh/r5ZdfxuTJkzFx4kS8+uqrqFChglaZmzdvIjg4GCEhIZgzZ45qvVKpxPbt2/F+Pvponjou6KuvvoqaNWvi559/RrVq1SAIApo1a4asrKx866oe6i4a2vWFjleoUAEKhQIJOmJX8obMKxQKnevyHlvX+fOuU9/n33//RZMmTVC7du0Cz5/3XPHx8fApTqGcMjKF4dkzzmQ7cCCg9rwlJrLWVmIijzGKGidO8Ffu0EFtUHTqFIeCt2pVPIyVAIciqsXc/vMP6zM2a2Y/+m+mEH/7Nq5+8glqHT6MVmrvx7tuboitWBEZ1avDqX59eDZvjoodOqBUjRpax8hKTkbMyZNIOnMGihs3UPbRI9RKTkZZAK+cOIiIcuXwfOhQtP3zT6BzZ9lYaSyHD7ORt0ULoFYtHDvGE9AtWzpGf1IDdWOljGmsXs3ZaOrWBdQSWubH4cP8t1s3+75nbt0C7t7VKQnNE0abN7O+REIC6wwUJbKzgTZt+L1auXKBxT/5RHonN24M9OjBS/fuQPXqlq2qpVEopFyGWkyebNW6yMjI2DdGGyubNm2Kp3pTusk4Kr6+vhg4cCDef/99VKtWzah9nZ2dMXbsWCxevBj/6nn7bNq0Cd27d8ePeVLPbt26FZs2bcrXWJmXZ8+eITQ0FOvXr1dl6T516pRRdTYENzc3NG3aFDdv3kQ/G3kIHDhwQCvBj6Fcv37dql7FMjIOzZEjbKBr3pyV33NZs4YNlU2bspRlUaNOHSAri50+UlNzB7qia86VK+xiWJQFG+Pi2KsnT5SIiwv/5kOG2KheZuDMtGlos3o1euZ+TgFwsXFjVJw7F03HjYMxNtiq7doBM2eqPn8+NwfR37+L77EFPllZwJ9/IghA9ZAQ1MzKYhcvGcMQk0nk6rV98AF7yh0/LiWysVd27ODs09OmsZ0aPXrwhuBg9lS2l7TUjsLp01JCnS++4IbIAKpUYblhe3bMPXEC6NOH7XT37gFquTqZtm35/Rsayi8knRZNB6Z7d07kZmDG808+Ae7f58iOjh0tXDcZGRkZO8XoBDuLFi3C7Nmz4e/vj2fPniEpKUljkXFMevbsiRdeeAELFy40af/58+cjLi4O/XUoe2dnZ2Pr1q0YNWoUmjVrprFMmjQJFy5cwJUrVww+V7ly5VChQgVs2LABd+7cwYkTJzBTbRBlTvr3728RQ6gh5OTk4N9//8UQE0bLkZGRePToEfr06WOBmsnIFDGI2KsS0BggpadLWvhikoCiRt267Eiak6PmWentzZY6oqKflbNLF7bY5nkHvfkmcOMG51tyRC58/z3ar14NDwChJUrg5OjRoEeP0D00FE3HjSv08Tt3dcGv+BX969xDQOvWyAHwIoBK2dnw79EDVECyO5lcsrMlF6NBg5CZyZ5nAHtT2TuHDnECZ9U8df363H5kZbHBUsZ4KlZkj8q33zZ4l5Ejuf2eMcOC9Sok3boBNWtyHqlfftFRQKEAtmwBHj8ueoZKEYVCh5VWN61asYNyUTZUpqcDf//NztgaxMUBS5YAixbZpF4yMjL2g9FDrz59+iAoKAi9e/dG5cqVUa5cOZQrVw5ly5ZFuaLmsl/MmDlzJn7++WetDNaG4ObmhooVK+rUMD148CCePXuGYcOGaW1r0KABmjdvjk2bNhl8LicnJ+zYsQMXLlxAs2bNMGPGDCxZssToOhvCu+++i3/++QeJiYkWOX5+BAQEoFSpUmhrgm7L9u3b0a9fP63wcRkZGR388AO7BykUwOuvq1afOMGOhTVqGByN53AoFFLU7vHjahtGj+a/a9davU5WIzycXdiio/XGehvo2GRXhP7+OxrOnQtXAKdr10ajpCR0//13eBkZNZEfnTsDixcDa7bVRo+LFxG5fz8uurjAA0DPoCCcbtgQWbYQ8HY00tM57LFrV6BDB0REsPyAl5dJiYKtTq9e/FclGa9QSOK3cii48XTpwunVN27U8vZ2dFxdWYITYBuUTtWm1q2BPBr1Dk9KCvcxDHToSU6W/i9it4AWgYHsUD5rlmaGc1y+DMyeDXz/PbeRMjIyxRYF5ZfVRgcBAQH5bu8hhoAUEZKSklCmTBkkJiaidOnSGtsyMjJw79491K1bV2cSFpmiwRtvvIHWrVtj7ty5Vj3vtGnTkJOTg7VGGgsyMzPRoEEDbN++HV26dLFQ7RwD+RmVKZC//uJYX0HgmfxPPlFtev99YN06/luUbXZ//AG89RbLaV24kLsyNpbdYLKyOClAu3Y2raNFWLGCQ5v79AGOHlWtvn4d8PEx2AHGrnjg7w+P3r1RWRBwsVw5vBAZCfc8fRdLQV9/jcB589AZrDF0sVw5+Fy+jDI6EtjJ6GbvXpabaN8eOHfO1rUpmIgIdqZ0dQWeP89N9rhnD4czv/YaG99kCiYuzmQj3dWrPKHmCGodGRk8LxQdzfbYiRPzKZyUBFip7bIoa9eyHqfGC1Y3jx9zJPw77wALFhRNnWx1MjP5tk9O5sh/lRepIPCNcv8+sG0bd1BkZGSKDPnZ1/JitGdljx498l1kZIoaS5YsQSm1xAvWolmzZkZpeYrcv38fn3/+ebE3VMrIFMiVKxzvKwjAu+8CH3+s2qQeAZ0rJVdkEb2jLl1iT1IALCz2xhv8fx6t4SKDjh9YEID+/TkSs4Bxpd3xNDQUQr9+qCwIuOXhgfpXr1rNUAkAik6d0B3ApTJlkAygTUICYhs2xGM5HNhgwsL4ryOEgANsT6hZk6PZT5/OXfnaa6yfIfdBDGP3br6QO3eatPtbb7HB58gRM9fLAnh4SPOB333H8iNa3L/P3rkvvMBuxo6MIACrVvH/EyYUWHzWLH4HBwbyBEBRx92ds4IDwMGDahucnCQZBCMi72RkZIoeJilwPX/+HMuWLcOkSZPw7rvvYsWKFTYJk5WRsQa1a9fG//73P6uf97333kPz5s2N3q9hw4aYLGfTk5EpmCVLOKtM795skMsTc7V/P2sWisa8okrVqpJEpZ+f2oYPP+Q4aEHgjUWJpCQpTFUtK8WFC+zd4uTEmcAdhZSYGDxp3x51srPx0NkZZc+eRWkdmb3NyfPn7JW7cmXuik6dABcXtE9MxKMVKxDj5IQGmZlQdO6MWyYaYoo0jx6x2KNawg1HM1YqFFL7qNF2yBhGWBgbZVJSDJodSUvjSaU//uD8O8OHsyc4keM4v0+eDFSowF65+/frKODtzV/q4cM82iQOyOHDLDdSunSBxsqAAP5dFQrujhRFjWxdiLL8GsZKgJ8LhYIblogIq9dLRkbGPjC6KTx//jx8fHywYsUKxMfH4+nTp1i+fDl8fHxw8eJFS9RRRkZGRkbG/PzyC4/4du/WcmNQKDg5qa+vY4YDG8vcucDmzZwEQUWHDjxg3LKl6IlnnTzJbj316/OSy4ED/HfAAMcJwcvJyEBoixZ4ITUVzxQKZB06hCqtWln8vI8fs1fX55+zZx28vPgmunwZjadPh/LUKdx2d0dVQUC1N9/ERQtpSzssf/4JvPwyoKbnfesW/23UyEZ1MgEt3UqAb4jjx6UHSkabtDS2NqakAD17AgYkuJwxg6OJ33oL+PZbYN8+Xt+7NxsAHQFPT5ZWqVBBj4yjuzswahT/v2WLVetmdsSZnEmTuH3UQ3Y2R4oDwJQp3PcoLgwcCDg7s3363j21DbVqAX378v86MzLJyMgUB4w2Vs6YMQODBw9GZGQk9u7di3379uHevXsYNGgQPvroIwtUUUZGRkZGxkyoewi6uQHz5wNly9qsOvbCmDHA+PEc/a1CoQCqVLFZnSzKiRP896WXNFaL3h2DB1u5PoXgVK9eaB8XhzQA0Rs2oJ6VMuk2bsyPTloa6+YBYCtKy5aAQoHqnTqh8q1buFS2LLwANJk9Gxe+/94qdXMIRBmC/v1Vq5YsAVavdqwMwD17Sl5gqqjdAwdYC3bWrKLnlW0u1q8HQkPZtX3HDoOyeTVpwka+bt2A995jW9iRIzq80uycWbOAqCjWZtSJ6IW4dy/gqJF7N26wFrKTE0cp5MPq1Vy8QgXWqixOlC8vTZIeOpRn46RJ/HfzZj2aATIyMkUdkzwr58yZAxe1l6qLiwtmz56N8+fPm7VyMjIyMjIyZuXXX4GPPspXCys2liOQ9u6Vx9kqbt3iDJ1FhSFDgOnTWV8vl3v3gGvX2MtDLTLcrgn+7DP0DAoCAFyeNg3NxMGdFXBy4shvADh7VneZMrVro+n9+wiuUgUlADSdO7foGyzXrgWqVwdq1wYaNOD7TC3UGwAbYEQZAjXN1O7d2a5h4Qh+s1KnDpCQAJw5w88OADbAurkBt29Lse0yEpmZwNKl/P833xg8KfS//wFPn/Kts34931r9+jme93/p0gXUuV071ibJyGAPZEdE1KocOhSoW1dvsVu3gK++4v8XLXKMREnmRpwc1DIjDB7MbWn37o5rtJaRkSkURhsrS5cujQcPHmitj4qKglc+Lu4yMjIyMjI2Z/NmHkRs3qy3yD//8OZvvy160c/5ERYGLFumQybs55/ZjW7WLJvUyyL06MFuSf36qVaJEavdujnGgPH+8eNo/N13AICAVq3QWRwcW5HOnfnvmTNqK/fvB8aOVWVccS9dGq3CwzUNlrn1LhJERUnx2wCLeT5+DDx4ANy5A/zwA9C1K38W+e8/9hRq1EhDhsBR0crj5OUleS3LoeDabNnC90j16vys5MO5c8C6dWzfVBmDiwiCwLKtjx/n2aBQsKs/4Jih4ET8gzk58eRoPkRESNqvYk6Z4saYMexkrPVTu7sDd+8C27c7js6BjIyMWTHaWDly5EhMnDgRO3fuRFRUFB4+fIgdO3Zg0qRJGCVqjMjIyMjIyNgb9+9zmk2FQiP0Mi/FJQt4XrZs4Uytv/2WZ0PfvjzoOnasSHtJiTYVUfDfnkl7+hQZgwahDICrXl7oFBhok3qInpUaxsp9+4Bt2zRiU91Ll0brO3cQ7O2NEgBe+OyzomOwXLiQjfnffsufJ00CLl5kK9POnTzIvnCBhejELDQ6GpngYGDrVs7H4ahoOJAOHcp/ZWOlNtHRrJM8a1aB4rhffskaj599ZqW6WZGJE1m2dfVqHRvHjOH3zunT7KHrSCgU/EJ98IAnKvLh5Zc5adLvvxefpDp5qVSJm1Cdk8Nublavj4yMjP1gdLO4dOlSDB8+HOPGjUOdOnVQu3ZtTJgwASNGjMCiRYssUUcZGRkZGZnCs307/+3RQ2+cZVYWa4ABxc9YKTpCHT+eJ/y9Th3g1Vf5/7VrrV0t83PwIGtW5gnN/ekn4PvvOeeFPUOCgIsdO6JRRgbiFApUOnECbqVK2aQuHTrwAPv+fU5uDYCzEwGcCVcNt1Kl0Pr2bQR7e8MDRcRg+fSp5A4kGiUqVwZatwbatwfeeIMNla1bc9mtW1mC4p9/uKxaI/P778C4ccDGjVb+DmYgNRXo0gUoV04taYrYZgQFsXFORsLXlz3G3n0332JBQeyE6+wsJWApSoj27PXr+R7SoFo1zt71+++OpYugTvXqesMzBEH6v359li6V0bwuGty4IU32yMjIFBuMNla6ublh1apVSEhIwOXLl3Hp0iXEx8djxYoVcHeU1JkyMjIyMsWP33/nv2+9pbfIyZOcnLVKleKVkRNgY4ObGxudtBxZxJHy5s1AcrK1q2ZeZs/m9LmiVTqXxo2BOXM4Cak9Ezh2LLrevQslgIdLl6Jqu3Y2q4uXF9CiBf9/4ULuyr59eYB+9apWfKcug+WVNWusWmezsm4dkJ7OjUX37rrL1K7N3mG+vsCPP/KFevqUsxN16aIqJjotN25s+WqbG09P4MkTtv+fOpW7slo1KVOQVuYMGdSoAZQsmW+Rb77hv+PGAfXqWaFOVmbQIMDHhzVPtTz6Ab4Ao0c7lihndraOuHZN7t8HmjfXIblSjImP57mdOnV40liDvXuBZs3YxVgWEpeRKVYYbaxMTExEfHw8SpYsiebNm6NFixYoWbIk4uPjkaSaTpVxVHr27KmR1b1OnTpYuXKlzeqjC4VCgf3799u6GjIyMo7E1avA9etsjRsxQm8xMTrzlVeKX0hWyZKSBqHWIKp3b9bXS05m7zBH5dEj1hd0cmIPWwfj5pYt6PjHHwCAwIED0XrmTBvXiHNWPXqklkG9YkVOkAGwW1ge8hosa02bhruip6EjkZkJiIbWmTPzF7gtUQKYN4//tm/PXkKbN3MoMNjZ8tIlLtqkiUVrbTF69uS/Gs5PoqaCyoJZzAkONjhRWUgI6zk6OxfNEHCAv9u0afz/ypX5eNU5EqdOsUelHqmZ7Gy2v968ySH+su2NKVsWCAhgCWAtVZO+fXlG5NYtlRayjIxM8cDoodibb76JHTt2aK3/888/8eabb5qlUjKWZ8KECVAoFFrL4sWLMX/+fL37yYZCGRkZh0T0qnzlFe4V64BIcgASIxiLG717818tY6WTk+RduWIFu586IqIlpU0b1X2QmcmDx61bOeeJvXLn4EFUfOcduAMIqloVPUTLuo1p1Yqd6DQQB+p5vFdF3EqVQosbN3CtVCmUI4LrkCGIvXrVovU0O9u3szth9erA668bvp9CwZmO1cRRz5xhZ8ty5SQ7r72Qk5GBh6dO4fKqVTi/YIHWcnHJEqTExKBXLy6vYaycMIH1Ox0xSYq5IeJ03q1b55vgTUT0qnzrrSKRg0kvb7/NCZrCw7WUI5jnz4HFi/naOQL//st/9WR49/Xl5710ae6WFKckfvnh5CSpYqjJHTNeXux2CTimToaMjIzJGG2sDA4ORi+xR6JGz549ERwcbJZKyViHAQMGIDo6WmNp27atVbK6Z2dnW/wcMjIyMiqys9mrKZ8Q8IQE9i50cwP69LFi3ewIUbfSz0+Hl8v48TwAy8kBYmKsXjezcOIE/xW/aO6q7duBTz+1X2/aOwcPoszQoagsCAgrUQJNgoKgsNfKApJu5X//sdugDkqUL4+q584h0tUVNXNy8LRTJ6TGxlqxkoWACFi+nP+fNk3lIWkq4hzwoEGFPlShiD5/HgFvvIFTPj64XLYsHrq4QFGiBGp064ZWH32Edl9+qbW0mT0bLlWrot6MqhiPSYi8cBvPn+cesGpVNs7JFhlOUBYSwu+hl1/Ot+jFi+zl7+TEso1FGS8vSbpzxQodBR4/Zn2OtWuBe/esWjeTEI2VOn7j48dZFxlgm1vdulaslwMgeucfPKjD43TSJP67cyfHjMvIyBQLjO7pZmZmIkeH60F2djbS09PNUilHhoiQmppq9YVMiCNwd3eHt7e3xtK7d2+NMHB16tSpAwAYNmwYFAqF6jMAHDp0CG3btoWHhwfq1auHr7/+WuM+USgUWLduHYYMGQJPT08sWLDAoP1u376N7t27w8PDA02bNsXRo0eN/p4yMjIyWL6cvaDycZksXx64do3DkGyUr8TmtG/P3z01lfM/aFC6NA/EgoMd09WHSHIZVTNWismKBw+2T2PlnQMHUGboUFQiQliJEqh85QrK2Jmw5po1PDY/dy53RceO7Llaq1a+hu2KTZpA8e+/eKpQoGlaGm40b46cPImP7JLISDaieHoWmCSlIIgkY6WYcMSaRB49Cv+XX8b1UqVQtX179Ni1C13v3kWrxETUUCrhDCATQKSrK0JLlNBaHjo7wwNAp7gYbMYmxKAhwmqWR+D48chOS5NOVNzjXRcu5L/vvstJmPLB3Z3t/aNGAQ0bWqFuNubDD7ntjY3V4bTftCnQrx/Pntm7vm1UFMvNODlxndUgYrlkIuC994xzxi4u9OkDeHhw83r9ep6NnToBLVuyMK4BnskyMjJFAxdjd2jfvj02bNiA1atXa6xft24d2ha3bAQ6SEtLQykbjHJTUlLg6elp0XOEhISgcuXK+PXXXzFgwAA4OzsDAI4cOYIxY8bghx9+QLdu3RAREYH33nsPAODr66va39fXF9999x1WrFgBZ2fnAvcTBAHDhw9HxYoVERQUhKSkJL2GVBkZGZkCMdBrvIBxZJHG1ZUltxo14kGDFq1ba36OiwMqVbJK3QrNvXvAgweAi4sqc7MgSKH/Ks1FO+LOgQMoM2wYKhEhtEQJVLlyBeUbNLB1tbQ4cYLt2L16cYZwuLhwFonSpQvct3bv3ri+YQM8330XHWJjcbJtW3S7ds2+PUfr1uV76dIljt0uBJGRfCgPD70ydxbh8sqVKDF3LhplZKBO7joBwHUvL8R36AC3Jk3g1bw5KnfogErNmqGOi+4hAwkCwvftw+M1a1AxMAjNlBl4MYUzptzeuROpvr5oFRbGWnOhobZ1HbUVZ84A/v783T/5pMDiL7zAz1NxCUKqU4elPJs10+OE+9FH7KW9cSNrv1ohAswkRK/Kjh159lMNPz/2mC1RAvj2WxvUzQHw9GSD5V9/8SRi8+ZqGxUKlqJ57z32sv3oI/ucXZSRkTErRhsrv/32W/Tp0wdXrlxB71xxq+PHjyMkJAT/6RBSl7Ff/vrrLw3D6sCBA/MtXyl3QFq2bFl4e3ur1n/77bf49NNPMX78eABAvXr1MH/+fMyePVvDWDl69Gi88847qs9jx47Nd79jx44hNDQUkZGRqFGjBgBg4cKFBdZTRkZGRkVmJnDnDo/+8iEjgz0eHCnpqKVo2dLAgr/+yi4xBw9KYpf2jL8//33xRR4VgRMzP37M3qRqzpZ2QV5Dpfe1ayjn42Praumkc2dg3z62yagwwFAp0mzSJATdvo0Oixej+82b8B84ED316F3aDSVLamTzNpW6ddnmf/my6ra0OGdnzUKbpUvhDiAbwNXy5ZHavz8azZ6NFq1aGXUshZMTGr72Ghq+9hoOHACWLj2B/ilL0O/KETTIzAQ++wxnnJxQVxBQ9eRJx2grzI1onRo3DqhZU2+xzEyWIRENdsXJrqthmMpL//48g3brFnvV2at+pZgoTEcIuDhEfvttzkFWVAkIAE6e1F7v5AQMG8aOsvkxeDAbKw8eBL74Is/G0aPZ2J+UxKEfjhjhISMjYxRGGyu7dOmCs2fPYsmSJfjzzz9RokQJtGjRAps2bUIDO5zttzYlS5ZEig0SD5QsWdLofXr16oWffvpJ9dnT0xOjRo0y+jgXLlxASEgIvlWbKlQqlcjIyEBaWpqqbu3yqMYXtF9oaChq1aqlMlQCQKdOnYyun4yMTDHm33+5hzxwoDSQ0MG+fcDEiRyht2qVFevnqIgh1WlpwGuvAUFBQOPGtq5V/kyYwIl11EJTxRDwAQM49NJecCRDJSBlkT97lm8NDe+o1FRO+6vTVVfixUWLEBARgR579qDnf/8hcMIEdLPHcL/r13nEbUavnrJlpWzalubkuHHosnUrnAEEVauGRidPoq2Z7q0hQ4AhQ14C8BISIiIQMHQoul6/js6CgBQA/u+8g843bsCtOOlsBAbyu8fZmbUX9UDEtkwnJ2DTJraFF0dSU4FHj/KEvzs5AdOnAx98wC/oqVPtz6suK0uSGdHhVPH999wVqVrVyvWyIvfvs105M1P39nXrgBs38p/HGjSIvfOHDNHxLvH0ZBfVF16wrxe2jIyMxTDaWAkArVq1wu9iZlUZDRQKhcXDsc2Fp6cn6pthVkoQBHz99dcYPny41jYPtcFJ3utS0H66dDgVjirSnpMDPHvGndWiPKUqYxpKJTB5MpCczIOZNm1sXaOiwx9/8N8mTfQWIQK2bQPS02XPSpFvvgF27+ZxoY6cejyC2LiRQ6vPnOEs68HB9t2+OTlx6mo1RGOlWmJmm3P/+HF4DR/uMIZKgJssV1eWhb13D6hXL3fD5MnsCbVtm0EibT1274b/iy+iZ3AwOm/ZgqAqVfDiokUWrbtRxMZyuu569dh9qJD3u9Zg3IKQICBg4ED0zHXxOtm4MbpcuQJnNzeLnK+cjw96XLuGsO3bkT1xIpqnp6Pngwe4U7EiMn/6CS+8/bZFzmt3JCQA3t7cyOTj1PHtt8Cff/JzNGNGrpxCMePYMWD4cHaiDAnJs3HcOM42FBEB/P13vvrTNoEIWL+e24W8cim5dOxo5TpZARIEJN6/j2c3buAn30wMzcxGQ687qFsiHGUyYlE+Mw7lc+JRUZkO14dKZJbJwFNFqmr/HIUCcSVLIrFyZeTUrQu3pk2x+X8dUHvAACgUOtpXuX8sI1OsMMlYKVN8cXV1hTJPZs82bdrg1q1bRhs+C9qvadOmePDgAR4/foxq1aoBAM6ePWtaxW1FVhYPbuLieKCcT/iPTDFm3Tp2pQA4BlfujJmHpCRJkDCfLODz5rHji5MT8Oab1qmavfPwIScbWrtWj7ESYE+5fft4BHb3LtC9O8dvqSxV9k1qKjtquLoWmJzXajw6exbO/fujiiAg3MMDVa5cMbuhMjCQQ/U6d+alAIdHg/DwANq2ZQfbM2fUbgFPT34PHj5scEaJHmfOILBJE3QLD0erxYtxqUoVtJ45s/CVNAeLF7PbkJcXUKFCoQ+3Zg3w++/sNGZCYIvBCDk5ONmxI3pevAgA8O/UCT1OnbKILigR25Pi4jgnRuNRoyAMGoRT5cqhkVKJ+pmZUL7zDvzXrcOLR47Ao2xZs9fBrhg8mDUm8hGg3LcP+PJL/n/t2uJpqASk/Cnnz7Msgsbckqcny47cvWuf7xh3dw5THj1aY/WzZ6yN7CjSzoaQHh+P4Ndeg8+pU6ick4OyAMoCWCoWSM5d9KHui0IE75QUzqx0967KOzUVwKl69eD5wQdoOX06nPJq5goCNzRyVKeMTJHGznzoZeydOnXq4Pjx44iJiUFCQgIA4KuvvsJvv/2GefPm4caNGwgNDcXOnTvxhZbYiCYF7denTx80atQI48aNw5UrVxAYGIjPP//c4t/RLKSns2r+tWucCVWp5NGcvYqCy9iOJ0/YWwBgLS91LabgYFZklzGNvXt55NO4sV5Ph02b2IsQAH76ScvxrtgybRr/3buXQ7v0UrkyW3qrV+fkGR07coYee+P334Hx44GjR1WrPD3ZuBYTo5ULwSbEXr2KrB49UEOpxD1XV5QLCTF7Mp0jRziBwZdfcnNTtiz/XbiQr0VOjunHVg8FVzFggHRiA7NBK5yc0OnKFQRVrQoPAD4ff4xQe4jmuXQJWLmS///qK7O4RO7dy838kyeFPpRelFlZONOokWSoHDwYPc+csVgCowMH2H4wZYq0zsnLC10HD4YzgNNlysAZQM9z5/C4ShVc27DBIvWwK0qV0puI6do1YOxY/v9//wMmTbJiveyMSpWAoUP5f3H+VoNvvmEv7QI0qO2JJUuAWrWAH36wdU0KDwkCgubMwbPKldHT3x81c3IgBmMnoBTC0AinXVvgTM2aCGjVCv79++PUxIk4P38+Qrdtw0d9z6ApbqBf9UsI3X0Qdw4cQOjWrTg7Ywb8+/ZFYP36uOrlhTiFAp4Aut69i9affILHHh7w794d90+c4JNFRLBeZZcu+mPOZWRkigYkky+JiYkEgBITE7W2paen082bNyk9Pd0GNSsc48ePpyFDhmit79GjB02fPl31uXbt2rRixQrV54MHD1L9+vXJxcWFateurVp/+PBh6ty5M5UoUYJKly5NHTp0oA0bNqi2A6B9+/Zpna+g/W7dukVdu3YlNzc3atiwIR0+fFjvseyG2FiikBBpCQ0lSkggEgSpjPr/MhbDIZ7R8eOJAKK2bYlycqT1gkDUpg1vW7fOZtVzaPr04es3f77Ozf/8Q+TszEU+/9zKdXMAxMv3yScGFH74ULpfv/3W4nUzmuHDuW4LF9q6Jjp5Fh5O4e7uRABFOTvTo6Ags5/Dz4/Iw4MvQ6tWRN7e/L/6UqcO0a+/EmVnG3/83buJPD2JJk9WW5meTlSiBB/82jWjjpeekEAXy5YlAihWoaC7hw8bXylzkZ0t3d+vv26WQz59SuTkxIe8e9csh9RCUCopoFEjIoCyAQp8913LnEiNJ0+k+ykuTm3D5s28snZtCpo9m2Jyv7wSIL+2bSnt2TOL182qbN1K9PvvREql3iKxsfzMAUS9e5v23BU1jhzh61G2LFFamq1rYyBRUUTffUd05YrG6qQkojJl+PscPGibqpmLiL//pvPly6se7ofOznTqgw8o6tQp2rc9kQAid3eiyEj9x4iPl947X3yhv5ygVNL8QRtpLZpSQp6XVFCVKhRx6BBRjRq8bts2839ZGRkZi5KffS0vDmOsrF27NoEdxzWWDz74QGd5Pz8/neVDQ0ONOm9RNVbKWJBr19hIeesWUXKy5jZB4N77lStEGRm2qV8xwu6f0cBA7mwpFETBwZrbkpKIhg3j7S+8YJv6OTIREZIlICJCa/OzZ0SlS/PmcePk+QNd/PUXX58yZbSbMp2kpBCtWWN/F1OpJCpXjr/M2bNExDY0g76TFUiMiqIbJUsSARTt5ESRx4+b/RynT7MhESAaNIgoM5N/pps3+ScbPpyNA+KYsFEjoh078rWzaJGZqcfYMmAAH3TRIqPrnRgVRTdzjZ2WMuIaxNKlkgUlOtosh/z1Vz5ky5ZmOZxO/Dp1IgIoB6AzM2da7kR5aNGCv9uWLWorExOJ6tcn2rSJiIji79yhwHr1VDddmIcH3fvvP6vV0aI8f05UsSJ/t+3bdRbJzibq0YOL+Piw8VqG25xatfi6/P67nkI3bvCsyJMnVq2bXn76iSvctavG6uXLeXXjxsa1pfZEalwc+bVvT1m5z2kGQH5dulBK7rXPziZq0oS/5+zZBR9v924u6+KiZdvVICKCy7kjgf4ZP43OVaxIObl1yALIv2pVNmR26mSmbyojI2MtrGKsvH37Nh0+fJjScqe9BAsPTmJjYyk6Olq1HD16lACQn5+fzvKisfLWrVsa++Woey4ZgGyslDGalBSix491j9oEgT0tQ0KIbt+2ft2KGXb9jGZnSyM6fd4uT59K1gN76ZQ7Cp9/ztetXz+9RfbtIxo8mI0sMtoolUQNGvBlXLPGhAMkJxN99pntL/DFi/wlvLxU7fKuXUSurkRvv23bqiVHR9PlXKt5nEJBtw8cMPs5QkIkw3zfvmyo1UVqKtGSJUQVKkjNTsuW7BFUqC7e2rWSRcbIPhgRUez163TX1VVlsIz4++9CVMYE7t4lyjUm088/m+2wQ4bwIefNM9shNfAbPFj1QwaMHWuZk+jB15dPPXhwng062oJzvr4Uq1AQAfQcoLOzZlmljhbls88kq78ed0lBINq/n6hbN7a9yUjMm8eXr1cvPQVefJELfPONVeulF/FZU4sqyMoiqlnT7M2GVbmxZQvdcXPT8GrMO5m2fj1vrlCBg8gKQhCIhg7lfdq3z/+V0L8/l5szhz9H/P03BVeurKrPM4D8Aco6fdr0LykjI2N1LGqsfPr0KfXu3ZsUCgU5OTlRRK7HyjvvvEMzrThrO336dPLx8dFrJBWNlQmGtJz5IBsrZcxOaqoUIv78ua1rU6Sx62dUqSTauJEHMxqxcnkQDZp//mm9uhUFlEq+ZufP51vM3pwA7Y01a/j2a9DABM+QN94oON7LGoheca+8olr13nu8ato021Xr+f37dLVUKZWRJvSPP8x+jitXJKfS7t359VMQiYlEX38tGThNcYrU8BJLSSESwwd37zbuQLk8PHNGZbB8plDQ1fXrTTqOSdy+TdSlC7vB6Wkw5s8natiQbVQiKSlEHTsSffUVGy7USU2VouMvXzZ/lQPffVf14/nlM2FjKa5eJVVYaFKSnkJPn/JEAhE9DglRGe0pNyw8y5Cb1R6JipL0FvbvL7C4/A7S5v59DjhRKIgePdJRYPt2vr5VqvCDZksyMiS39UuXVKu3bZOqaI9d0PzITk8nv969Vd6U0U5OFPzll1rlkpP5+wFEK1cafvxHj6T3y/Ll+svt3ctlKlXSnOc4v3ChSjaFALrj5EQXTPDcl5GRsQ0WNVaOHTuW+vfvT1FRUVSqVCmVsfLIkSPUtGlT42trApmZmVShQgX6Nh9dLNFYWadOHfL29qaXXnqJTpw4UeCxMzIyKDExUbVERUXJxkoZ8/PgARsrr1513NgQB8AhntGCfv9p07hDpkfyQsY4Tp1ix2cZw0hOJnrnHaJz50zYeedOvnednQs0GluUgQO5HsuWqVaJ0aeHDtmmSvF37qhCv+MVCrqxebPZz3H7Ng/yAHZE0ms00sOzZ0T/+58U/WxAn5IePuSQwNKl8xjoVq9my3chDFBPw8LoWq5RIBXQOXi2GEolXxAdqCtOvPeetD4+XjL2vvgiG2BExEF4nTrmN1YFf/EFZasZ/QQb9DEEQfLK1hkFHRbGsb7e3qoGOSs1lfzatVNdtCteXvTYpIbHxrzzjhQSrOfHLWoGyvSEBDrn60v+Q4eSX4cOFFivHp0vX55uu7tTrEKhtTxxclItMblLtJMTPXZyootly5LfSy/RT2PXUtg1Pe1FVpYUK25r9/ijR7keVauqflhBYF1ggGjBAttWz1gijx1TTaIRQGdq1KD4O3d0lhU9qH18jA+gED0yS5bUr9mblcWXFWBZEnWy09MpoE8fihMbWYBO16pF0RcuGFcRGRkZq2NRY2WVKlXocu40sLqx8u7du+Tp6Wns4Uxi586d5OzsTI90TrcxYWFhtGHDBrpw4QKdOXOG3n//fVIoFBQQEJDvsX19fUmX1qVsrJQpEEHg0cjTpwUboHJy2J0iJES2nFgQu31GjenViaNaK00GOTzPnulV5Vcq2Tjg5ERkwNyVjDkQvSubNbONTm9yMrt3ATw5RJIWlouL8QY8cxB7/TqF5XpexSkUFLZzp0XOI4bQtW5tWHieLpRKSY/su+8MKy9G6VniGUt58oTO5VpgswE6OWGC+U8iYqBF6YMP+Pv27EkUHi6tz8xkbyMxwUb58qwDS8QaoiNGmN/p+PLq1ZSWO3APrFePlDbM2DJ3Ln/vN9/UsTElhbWYAY6DVrNsB336KT3P/Q6xCgXd0BC+tHOuXpUs17n6uHnJyOBn8vvvHSiBjA6y09MpZMECCvTxUf1e5l6SATpXsSL5vfIKPckrcOjvL11rC0z2GMyMGVpGU1F5pGRJx9EiFZRKChg7llJyr/1zgE69/77eyY7HjyV1DFMCf5RKSbM1v2b8yy/zkQQQBHreqBH5Ayo9y0SA/IcOpWx76/fLyMiosKixslSpUhSe2xtTN1aeO3eOypcvb+zhTKJfv340aNAgo/cbNGgQvfrqq/mWkT0rZUxGDO++cMEwb8mnT6XycrIdi2CXz6i/PwsZ7dljWPlnzzgWylDXpuLOe+9xXNLevVqb/P2501u6tGMPEh2K2FjJvU89RtZahIayi0v9+irjk+jRkScXglWIvnBBpQEW4+RkEY1KIqL//uPv6OpKpMcpxmB++00KxTPEMXL8eC7/8cd6ChTSrSwrNZVO1q8vhQz37m0Z78G332ZDRD6ZmJ48kSJ+9Rln794lUnMYpDlztMPCzUFUYCA9y9V+DKpSxeZh1LdvczOstxq3brGOLECUR0Yq8vhxCs2Nk08E6NKKFRavr1l46y3+Pq+9prfIjz9ykerVHS88WFAq6fovv5B/8+YqnVFxeejsTGdq1CD/Vq3Ib8AACpw8mS4sWkS3du2i2/v3U/jevRS+dy/d2r1bWnbtolu7dlHYzp0UtnMn3diyhQJGjaIzNWpQXJ7jZwB0skEDuq0eWv/NN5JV0BbCn48eSe+3PBa76GjuczgCz8LD6azowgjQxbJl6eGZM3rLC4I0D/nii6Y36UFBUvDFvXu6y9y/z9v79tUzVDpyhGjrVrq5bZvK857ACbusKhciIyNjMBY1Vr788sv0Re5UcKlSpeju3bukVCrp9ddfp9fyeTmbi8jISHJycqL9BujA5GXBggXUuHFjo/aRNStlDCY6mo2P6q4V+SEIHAoVEsKxczJmx+6eUaVSig2aMsXw/a5fNykxRbEjMpLd5QDOtJ4HMTpv0iQb1M3BiYjg5KsmaTyK6T+dnU2MJzcDau/wESO4Ol9/bd0qPDxzhiJz789Hzs4Wy3yck8OJcQCi6dMLf7zsbKK6dQ3XJfvzTy6rs7u1ZQt72V6/Xqg6CUol+XXuLIX/1axJyWbK0k1EHPkA8ERRcLDeYl98wcXat89/wJ6RIYXUA0RjxpivqkREac+eqbKmX/f0pDQ9Iet2x5490kXJ069PevSILuamqE8HKNjW2reGsH8/0YABeu+Z9HSiatX46/74o5XrVghS4+Lo5IQJKukKcYlTKCjghRfoyo8/mt2LV5mdTf8t3UXfeQ+jYJdSGuc9V6kSXVi8mISsLKLevXn9O++Y9fwGER/PegdVqzrsZPKlFSvoca6HaiZAfq+8UuBv+cMPUnRCPs2jQfTpw8d6/339ZQxt2pXZ2RQwYgTF5xq6cwDy69mTcmyd5E9GRkYDixorb9y4QZUqVaIBAwaQm5sbjRgxgpo0aUJVqlShO4WdvjcAX19f8vb2pmwTXoqvvfYa9dKbWk43srFSxmBu3WLDY0yM4ftkZDje1LoDYXfPqDiK9/JynNggR2LyZL6+vXtrbUpNlZx4Tp60Qd1sTE5mJl1dv55Ovf8++Q8fTn7du5N/8+Z0ulYtCqlQgc6XL6+1BHl7k1/37hT8xRd0+JcLBHBEdWysCRV4883Cu2GYgZwcKdeLNROIRh4/TlHOzkQA3XdxoQcFSNIUhs2b+fuVKWO+Zkb0Rq1WreBAgOfPpTkDrW7ha68VHPdnBAFvvqlKAnHHzc18mcJnzizQQy45WUpeZGjeoD//ZEcsc8qqCUolBeaKsMYqFPQoKMh8B7cGH3/MF7FWLS2X9/SEBAry9laF/Z8yZpLPDhGNPDVrOkZAzb3//iO/Nm0oQc3LMR2gU3XqUMj8+Rb33r15U5rnOrloPZ2pXp2UakbLmyVKUMinn5Iwb55l3JUNISxMv1ugHZOVmkp+nTurruddV1e6uW1bgfudOSO178Yk1dGHnx+p+hb5qLsZxuPHRA0bUlzv3hRYp46Gp6isZSkjYz9Y1FhJRBQdHU1fffUVvfLKKzRw4ED6/PPP6bEVdPeUSiXVqlWL5syZo7Xt008/pbFjx6o+r1ixgvbt20fh4eF0/fp1+vTTTwkA7TE09DIX2VgpYxBKJY8+QkIKlUBAxrzY1TOanc2ZvwGiefNsXZuix/37HPOqxxr5+++8qW7d4pPTKuHuXTr9v//RqTp1VOGhhVkew4kOoTJtrN+fbu3aZVzo7dOnbLBUzzJiaaKjtUQp09M518vrr/MjaQ0i/vlH5bly19XVoklD0tKIatTgn8ycyVEzMjhsFWDDZUH07MllV63Ks0GM+3N1NVtEwdV161TXNwmgM3lCio0mJ4cTvwBE+YTpX7nCiSUaNDDO8d3cXQT/kSNVXkQX1ZJI2QNpaZwNvWPHfOZlU1Olm1ZH4szs9HSVMZYA8h8xwrKVthBpaVKykJ9+snVtCsavVy+N9v+Biwv5DRxIT8PCrFqPLl00PeEjjx8n/+bNVdqKBNCFcuXo5tatlq9MVhbRhx9ysjA9/PAD0Usv6VSisRsijx3TCJk+2bChQZ7psbHSo/rGG+aZdxQE6TcuqOl+9IjbXb0cPy5pVA8ZQqfefZeS1byAQ+bPL3yFZWRkCo3FjJVZWVnUs2dPunXrlsmVKwxHjhwhADrPP378eOrRo4fq86JFi8jHx4c8PDyoXLly1LVrV/rbhBl32VgpYxBJSWyovHzZ9Ld3cbGgWBG7ekZ//ZU7UBUqGB8upFQSTZzIljZzhjoWJaZM4ev70ks6N4vJRnx9rVstayMolXT6f/+jS2XKqDICi0u8QkEXypWj0zVrUsALL5Bf167kP3QoBU6aRKfef19r8R8+nAJ9fCjc3V0lXq++PHR2poCmTSn4yy8pNS7O1l9dm8mTeeCSz8DS0tzavVul7Rbu7q6dJMLMLFwoOamZu9lbuVIy+Bdk6F2yhMv266djY/fuvHHWLLPVLfbaNVXIMIGzYJvs9SUKfpYvX2AytJwc/ZlsrcHVdetUnqV+Jmi5WxqlUjJyHzqUT8Ht21mfQ09kijI7m/xbtJB+3759LVNhU7l+nWj+fKIHD/QWEZ+fWrWMz5xsbfzE0OrckOtzvr42C6UVJxorVdJ0vH0aFkZ+bdpQhto76XTNmnT/zTdZq9jcxMVJszCurnp/a70TNXaAMjub/IcNo9Tc65WgUNCZGTMM2jcnRwrZbtTIvMnp/vmHj1uyJF9mXezcyR62nToVcLDDhzUMlnf/+Uelf0sA+bVvb3M93yLNzZtEa9cSjR7NHYCoKFvXSMYOsahnZcWKFVUJdooDsrGyaNKtWzf6/fffC3WMdu3aSZ66Dx+ysTI34ZRR5OSwEv3Fi7IuoZmxm2c0I4Oodm3uLC1ebNoxRK3LHTvMWrUiwYMHkleljvDaxEQpa6UV1EpsRlRgIJ2rWFHDoBju7k5+HTvS5dWrC5UdM+XJE7q4Zh19VWYYHUJlVcZhcUkD6GzVqnRmxgzDDJcbN1q2E6tUSt5xhw9b7jz5cHPbNpVHa2iJEhb3SIqNlaQOLOFklJoq5ZL47bf8y966xflpdDomHjokyWE8f262+mWnp5Nfhw6qe/Jy6dKmebGOHcvHyE9EzQ6IuXSJonM9Sk/XrGmZJENmQNTqHD++cMcRlEryEy1B9macnTaN66XH6zM7W9Kq3LDBynUzEr+BA6Vr/PLLtq4OZWWxgRcgWrdOe3tUYCAF1q2rCmfOBMjfxYXizDlJdeUKkRhWXKqUXo/r+Hg2qAGmDQcsyd3Dh+mK+ILI9UaNOnXK4P1Ffd6SJQstOayFIBC1acPH//xz3WWio6VuXkhIAQf87z8p89mePZSekED+zZurvvulMmUowZazTEUZUepFXPRm2pMpzljUWDlz5kydYdhFlaJorBw/fjwB0Fpu375t66qZzK+//kplypQxqOyhQ4eoQYMGpFTr2M+YMYPKlStHNWvWpO3bt2uU37lzp87s8wcOHJCOExHBb09TvIsEgejqVd7fUUTxHQS7eUb37uWXtre36TGAH33Ex3BwzS6LIArq9eypt0hCgn2HZRWG7PR08hs0SBUWlwGQX/fuFKUjyVBhefiQw8A88Izerz2P/Jq+oNJiFJcksKZZ8JdfUqauTMq//CK56FlK6+v0aT5HmTIqN6a0NL5VrDFGufbzz/Q893pc8/S0ysDoww/5K7dpYzlH/e++43M0blyIcyiVRE2bmj9WPZezs2dTYu61f6ZQGJeYJSWFSAyP1JMNV6lkR0Bbag5mJierDA/h7u7mTS5kZgIC+HKWK2eErGA+Gdj9RPcugALefNM8lSwMGRmSEO6//+otduMG0dSp9u1V6T90qGSo1KH9bCtEr9T8JBfCduygEFFEFpxF3s/bm1IKGw24e7c02+njk6+lbvt2Lta0aeFOaU5yMjPJb9Ag1QRjEkABo0cbNbnx11/SK76Qfh56EXNtlS7N/TVdjBnDZQxKUCZaV5s3V72szs6apXov33FzM8pYa1YEgd8v9hiRYiz//qsZLbZuHbvgvvUWX/+aNeXIQRktLGqs/PDDD6l06dLUpk0beu+992jGjBkaS1GjqBorBwwYQNHR0RpLjolefZl20PMyxljZt29fWrhwoerzwYMHqUqVKhQSEkJ//PEHeXh40NPcrAQJCQlUv359uq9DZy0nJ4cqV65M//zzD6/IzDTdM1L0zHRgg7E9YlfPqL8/0b59pu9/4IAUfyOjzaVLLMNQzAj94w+NDK2XypShCLFNshBXr/KAomlT1rMXlEoK27GD/F58kR6Iyvu5y1OFgvy6daNY9QFeZCSRqEFXowaRJaI1xKQdo0erVonRvdWrWzbHz5Uff6QkNe++RCuEQd26JSU9OH7ccudJTCQSo6137SrEgURZDEMy9phA5LFjGs+Ff+vWug3neXn6lIXTunbVe5McPMiHbdLENmOwuJs3KaRCBSKAngMWyypvLnJyiCpX5mt25EgBhe/fJxo0iGM983lI/Tp1Uv22gZMmmbfCxrJzp9SWOXB0jKh9SgD5detm6+pooJ7MqqBu1IWFC+mm2nsoBqCAnj21Q38FgZ/3+Hj9B/v6a+l91rdvgQ4Fo0dz0dmzDfteluby6tUa2pTny5c32kB365Z07adOtVBFSXMOa8EC3WVCQqQo/AJTZcTHc0clz8vq1q5dKo3jaCcnCrNFtJKok1K+PNH+/dY/v7kIDydyc+P3eF4N6vR0KdRDz8SfTPHFosbKnj176l2MzbTtCBhtrBQEnpm39mLEyGv8+PE0ZMgQvdv9/f2pffv25ObmRt7e3jRnzhyN7Os9evSgqVOn0owZM6hChQrUvXt3IuJM8QMHDiRPT0+qXLkyjRkzhuLUZo2USiV9//335OPjQ25ublSzZk1aoPZGmj17NjVo0IBKlChBdevWpS+++IKy1KbhL1++TD179qRSpUqRl5cXtWnThkJCQsjPz0/LS9RXjzBdXFwcKRQKuq42cF60aBGNHDlS9bly5cp0Ljd07N1336Xly5frvVYTJkzQSOxkMqmp/BY+f96hO7v2hl0ZKwvg9GmiY8fyeZTj44nEJClWSGhWVLBWEhVbEDhpkkqXMkGhoJPjxpHSSl84KEj3GE9QKunazz+Tf6tWFJM7ICBwBtmAxo0lQ+rDh+yeJ3ocmzOuTBAkY6jaIGXWLF5lpkTUOrmydq3KUHmhXDlKefLEcidTY/hw/m6vvGL5c331FZ+rVav8ux5KJdG5c0Tff6+jXGYmJ1w6csRiluOMxETyb91adQ/eKFmSIs1gyRWTQdjCIHHlxx9VA+1UgM6JWUfsnMmT+Zq9+24BBR89kjxb83HhEpRK8m/ZkgicWMhQ3T2L0K8f11ePB68dO72qODlunGSo7NjRLiUFfviBpfAMCU5RZmfT6REj6L7axFmEszOd+uADlkP54APpPhNnHt57j/UzIiOlA4lGpZkzC+xMZGdLRj0LBDUYxdV16+i86O2bO6lxcvx4o3/XiAhJc7ZjR8t7k2/bxueqUIGHtrro3JnLfPWVAQecP5/onXe0wikenztH4bm6lkkAnVdzYLE4J09KWgGGWN/tFUGQREz799f9HhddYadPt3r1ZOwbi2cDL04YbaxMSdHUarDWoq9V10F+xsqHDx9SyZIl6YMPPqDQ0FDat28fVaxYUcP416NHDypVqhTNmjWLwsLCKDQ0lB4/fkwVK1akuXPnUmhoKF28eJH69u2rYcCePXs2lStXjjZv3kx37tyhwMBA+vnnn1Xb58+fT6dPn6Z79+6pvB0XqYWIvfDCCzRmzBgKDQ2l8PBw+vPPP+ny5cuUmZlJK1eupNKlS6u8RJP1eFDs27ePPD09NULADx8+TD4+PhQfH0/nz58nLy8vio+Pp8DAQGrbtm2+Hqdr166lOnXq5Hu9c3LYtnT1KocB6TycIBBdu8YGy1yvTpnCY3NjZVISkQHGCkHgvrBCwSGcBw/qGb+LA+8//jB/XR2R27cLjOmdPp2ofXubyRZajDMzZ6qS3pypXt3iiVsKQn18J5KTmUlnPvlEw7NDCVCQtzddXb+enw0xaUbFiqzbaw6uXOFjurtrhJOKsq+WCmO79vPPqvDjC+XKWSXpUHo6G4AAIicnfsdYmqdPpXH+jz/mXzfRudGWTs/BX3yh0g5NBApl1D91ir+Pm5t154yU2dnkN3CganIiws2Nwh1I1+LoUb5ulSoZMIH07beSp2I+fVtldjadbNiQCKAsgM7ZIntaZKQ0iahDpDAsjJuhSZOMCIG3MmdnzVLpPfq1aWOXhkpTyXzyhPx9fChObbx0z9WVTjZuTJn5janEtlsQdOpg60KUOyhf3nY+B9c2blR5XRNYvzOgaVN6XKDIozYPHkgynU2bsiaypcnOluYZly3TXUZ0ZK5cuXDG0+eRkaqkbFmwkod2TAxR1ar8BUaN4th3dfLz8rU3/vhD6mfpE4M/dIioXTsitbG+jAyRbKw0K0XVWOns7Eyenp6qZUSuKPhnn31GjRo1IkHNUvLjjz9SqVKlVAa+Hj16UKtWrTSO+eWXX1K/PGk/o6KiSMzenpSURO7u7hrGyYJYvHgxtW3bVvXZy8uLNm/erLOsoWHgK1asoHr16mmt9/X1JR8fH2rWrBnt3buXMjMzqVmzZnT+/HlavXo1NWzYkDp37qzhkUnEupVOTk6kDA3V+9bMySG6cIHtkCEh+SSLlEPBzY7NjZW+vjyqz29En0t0tORoBugxWs6cyRvfe89iVXYoXnmF44H0tAtZWVJCkL//tnLdLMi5r79WDbQCGjWy+eBy1Sr+GfRFUwlKJV358UcKEhPe5C4hFSrQ1eXLuTMLcHyxnmzARjFvHh/v1VdVq2JjpVOb4xR5uf7LLyotrItly1rFUBkZSdS2LX8nhUL/4M4SLFvG53V1JQoO1l/u1Ve53LffWq9uungUFKSRXOJqqVIUtnOnZqEjR1grQI+lITtbSgJhzcjj+Dt3KFiMowboVO3adq1RqYusLJb7GzfOAGnu9HTJSlKAATInM5NO5SavSwfoggU0UPNFDBPWE1n2yiu82Roez6Zwc+tWVWbogCZNbP4uMRRjnbETL18mv7596aloWAYoytmZ/EeMoPTbtzkU9+OPiTp0YI1DEzh9mmjgQOu2DURstD83b56GkTILHMlgqibj48dE9evz4erXt+7EzM8/83mrVOEQ9LxkZfE8hqcn0dmzhTtXRmKiqv0ggPz69bPcM5CTQ/TSS5L1N69TzaNHPGlrgBevzUlI4B8IYO9VfVhSb0fGobF4GHivXr30LkWNohoG3qdPH7p9+7ZqeZz7Jho2bBhNyBMjd/nyZQKg0m3s0aMHTcrzNn755ZfJ1dVVwwDq6elJAOiff/6h4OBgAkB38/GC2rVrF3Xp0oWqVKlCnp6e5O7uTpUqVVJt9/X1JRcXF+rduzd99913dEdtJsdQY+XChQupqQHK176+vvTRRx/RlStXqEqVKhQbG0u//PILtWnTRqPcf3/9RQAo7dQp1QAnI4MHkeo/SUwMJ74VDZY6w1jkUHCzY1Nj5dOnkl7Ln38atEtcHNGnn2pGJ7VpQ3TzZm6BQ4eIXnjB9iN/e+DkSb5Azs56NQ9Fmc8qVey/72col1auVAnln65Zk3JsrBksCDw4E+/Xzz/PX8cv4u+/6WTDhpSlbrQsX56u1a9PZK5QrMhIouXLidS0O8XEBy1amOcU6tzYskVlqLxUpoxVQr8PH5ZyepQvb33PYUGQQs9r1dKfJ+Cnn7hM5856DvTgAdHcuVZp07LT08lvyBBVmH52ridZ0qNHXEA0mutKOUwczg5wqKe1bIUhCxaoElilAxTw1lsOY1DKi1Hj1l27+GJ7eBRoKclKTaWzud5KadY2WH72GbsPb92qtenff/kruLjoNrrYmschISpJgZAKFTg82gH49VfuBoWGGr9vcnQ0+Q0erCFREuPkRH79+9NzMTygkP1va9lnnt+/T/7DhtE9MUU2WBLhZP36dN/Pz+TjxsZK2pF16uTjYGEhMjMlQ6mXl+7EiMHB+pPw6OT6daLXX9c5o6rMzia/jh0lg2WbNpaR01m0iM/h6anWqVdjzRqpI7V2rfnPb04++IDr2aiRbTPNyTgsFjVWfvTRRxrL1KlTqUuXLlSmTBmaNm2aSRW2Z4pqgh19YeBDhw6lt99+W2PdpUuXCAA9yH1j9ejRg6bn0Z8YMGAADR8+XMMAKi4pKSl09erVfI2VZ8+eJWdnZ1qwYAGFhIRQeHg4ffPNN1oGyFu3btHy5cupb9++5ObmRntz32KGGis3bNhAVatWzbdMaGgo1a9fn5KTk2nVqlX0+uuvExFRSkqK1r2wY8MGKunhodFrunWLbY66nr87d3jbzZs6OjSCwGFE0dGysdJM2PQZ/d//+GXeqpVe683du0QDBmh3uvMaLfv0sUJ9HQlBkITjJk/WW0w0psycacW6WZDrv/yiMrQEV66snTDARmRnS06/AOfHeP48/30eBATQyYYNVWGtBNC5SpXopjjoT0w066hv4kQ+zccfm+2QRER0c9s2Ssj11rlcurTFPd6USqJvvpEiT9u10x2Cbw2eP5cGlf37635t3b/P252c9CicHDrEBSpUYI86K/D43Dk6IwqxAfTYyYlOjRxJKeLkh454x1u3ONoN0OvIbVaehYdToBgPCVCkiwuFFiH5jwIfbUFgkTwD3XIzk5MpKNfTx+oGy8RErQF7VpYUKWGP75+UJ0/oZokSRADddnen5zqSSNorQ4YU3rs5PSGB/EeOpIdq2oFJAPm1bUuPczXr7ZGczEy6um4d+TdvruoLEFiT0q9Nm0Jr8sbHS3Ip1asXqLJjMR4/JurWTepTzJ5dyAnn+fP5QI0b6x1f+Q0erDphYL165u9fPX3Krrf56dCI9eza1bznNifBwVIH5MQJw/ZJTOTvLY9tZXKxSRi4r68vfWzuUYAdUNyMlfrCwL28vDTCwPMaK8X9svW8TdLT06lEiRJ6w8CXLl2qFZ49ceLEfA2Qb775Jr2aG+b3+++/U6lSpfSWFQkJCSGFQkHxenRBBEGgbt260YEDB4iIaPny5TR06FAi4szgAChBbTrvi6lTqWurVuy+T9wOnz/PBsmkJO3jZ2ayLFtIiEFShjKFxGbP6LVrkoC2ns6jIPAAH2B9fl1cv040YgTRL79YsK6OiGjg8PBQPXt5efyYQ1QBljB0dG7t3k3xuR3EC+XKUbpRbgXWYetW/knECfewsIL3ue/nRycbNNAwWp6pXp3u+vgQvf02N5pmQLT7/PuvWQ5HRERnPvlEZai84uUleehZiMBAHsOIl+q996xm39PLlStEuTYPmjdPd5nmzXn7tm06NubkcEwfYHUt3pD58ylSLWtwOkAhrq7kP3y4Vobthw/ZCN+vn2U9pwSlkk7/738Um3tfKQHyb9nSqmHf48axcVnX0qULJ4IrDGfO8HEKlOfevJl/GzU5oPywqcEyDytXctUrVjTSA8wKKLOz6Wy1akQAxSkUhfLC00VaGt8jc+eyvblGDaKlS8333JhTNzYrNZUCJ09WJVsRQ6gDfXzo+i+/GOzFfOWK5TwQ4+/coVMffECn6tTRCGMXDc0Bo0aZpX1ITOQoeDEaxdbewFlZmpOgvXrplnDRE1ijSWKiFIqg80XEBL77rqovEly5svnlXAp6CB4+lL5w3uza1iQ1lcjfXztMkIgdakaPJjI0uaxSKel0mrmtkXFcbGKsvH37NpUrV85ch7MbipuxUkywM3XqVAoNDaX9+/frTLCT11j56NEjqlSpEo0YMYKCg4MpIiKCjhw5Qm+//bYqQc28efOoXLlytGXLFrpz5w6dPXuWNm7cSERE+/fvJxcXF9q+fTvduXOHVq1aReXLl1cZK9PS0mjq1Knk5+dHkZGRdOrUKfLx8aHZuek4T58+TQDo2LFjFBcXR6l6ZsRycnKocuXKdOjQIZ3b169fT6+99prqc3BwMJUuXZrOnj1LX331lWYIuSBQj7Zt6ZvJk1XaIwkJbIi8elX/O+nJEzZoygmdLY9NnlFBIOrdm1/Mw4frLfb771zE3d2ETmFGRvHVNs3JIWrWjC/enDl6i4mOrZ06WbFuFiIqMFAVtna1VCm71qs7f16yPZUtqz88OC+Rx45RYN26qkQP2QAFAPS4bVvjROfnzCHauFHLtT0hgcPJzOEskRwdrUrsIRoqE6OiCn9gPYSEsAe2OIbx8OBQSHthyxaul0Kh2xj82We8/aWX9BxA1Bjt0cOS1dRJ2rNn5NezJ0WpGQDE5Z6rK52qXZv8OnQg/xEj6Oync+nixq305MoVehYeXqgl7uZNehQURBH//EOhf/xBV9aupfMLF2poU4a7u9M1KycmOHJE6zLoXHr1YqOjseTkcOJlgF+T+XpLpabyi9KI97fVDJbPn+tNCBYXx20fQLR+vWVOXxj8OnUiAigDoCsG6GkbQmYmGyR79mQjoq57ZsQI3ZP4piBmhJ471zzHE5RKOvf116qEK+Jy38WF/Dp2pNA//sjXcNmrl/m8rgWlksJ27iS/vn3pipeXKpGeuCQoFHS6Vi26sHix2SQhUlKkibAKFXi+3V7480+iUqW4btWq8fuQiI3iHTvyJMq9ewYcSEzc1bBhvg1P8JdfqqR2rnh5UUJh3EsFgcXnjUH8IVauNP28heWtt6R7rkwZnl2aMkWzzTPG1VUMbZkyxexVlXFMbGKs/O233woMr3VEipuxkojI39+f2rdvT25ubuTt7U1z5szR8JjUZawkIgoPD6dhw4ZR2bJlqUSJEtS4cWP66KOPVF6aSqWSFixYQLVr1yZXV1eqVasWLVTTKJs1axZVqFCBSpUqRSNHjqQVK1aojJWZmZn05ptvUs2aNcnNzY2qVatGH374oca1nzJlClWoUIEAaBhX8/Lpp5/Sm2++qbU+JiaGateuTY/yeMd8/fXXVL58eWrcuDEFq2USeBgeTq4uLhT1zz8qy2RkJL9I8wvLE4QC+t7Z2dzbNeABlskfmzyj+/ZJVkg9nZynT6XEL/lpU+vk9Gm2VtSvX+iqOiRbt0qWMD1GrOhoacBUWC8gW5Nw9y7dyf0ytzw8CtdxthIxMdzfNvreJqJbu3ZpGGzSAPJzd6eEH34ouHMcEyOFJ1nIzeXG5s0qjTAlQH6dOlksHP/aNaJhw6Qxg4sLe1NaW0PMECZP5jqWL6/9/rt/n+tet66e5CpRUTziBAxzxzU3gYEkAHTHw4P8Xn6ZLpQrl3+mYAsvmQD59exJmXkTMFiYnBzWdAWIpk7ldlR9uX2bJ4HUjVEvv6zXZqeXq1cliZOPPjL/97CKwXLDBv4COvqSAQH8HLRsaX9Rj4FqAsOB+UioGMODB1LEvrhUr84eups3E61YIUU5NGpEdONG4c8pdrPKljV/lNL1X36hU7VrsyyE2nLX1ZX8unShi0uXaugSJyRw+wboT4pcEPF37lDQ3LkU0LixSkdUfbnl4UF+L75Il1evNru2aFqalPelbFnjn2drcPOmNMlRr57UFejTh9d98okBB0lKYkssQPTbb/kWvfLjj6qoiXB3d3oUFGRaxe/c4fNNnGi4a/GqVbyPXqFnCxMVJUWGqUUeEKChA24U4ixYpUpFR0BeplBY1Fg5bNgwjWXo0KHUsWNHcnZ2pnn6YoAcmKJorCzuxMTEUIUKFSiykEJfn7z3Hr07dKiqdyII3AkPCSlk2M+jR3wQg2IbZPLDJs/oihU8mvv8c71F3n6b39tNmxYc5SoIPH5XJa5NSJAG9hb05rJb1qzhafbvvtNbRBA44ciHHzp2MsKMxES6VKYMEUCPnJ3psehS4ABkZRXu2l9evZquqGWaSsg1Wqbm/d0FgejyZaIvvmCPCcDgsFFjyMnMJL9+/VSJgR46O9MlC3o+bN4s2V0VCo64MnUgbA3S06XM5O3ba2vunzrF94RexLThthD4GzGCz62m150YFUVnP51Liyq9TFvKtaTTVarSdU9PinFyUnn/FnbJAHtJPXZyokgXF7rl4UFB3t50e/9+618DYm9d0ZEmvxDtyEgee6vJ/dHHHxs3Bt2zR9rXIG80QTAqkUNeg2WIKTMn+dGzJ1f+++91bn72THcODVty6v33VV56fl26mOWYx45xqDvAiad++IEjRfK2/WfPSh73np4685wYhVIpBVj07GkZ+0dqXBydmTGDzlSvrvK0E5dsgG6ULEn+LVvSrwOmUXPsov7V91L4Xmm5tXs3hf7xB13buJGu/PgjXVy6lELmz6czM2aQX79+dLJ+fbri5aUV2k0ApQAUVKUKBYweTQ9NcWE2kIwMllEEuFtlqk3OGiQmSveaKG198KBkZE1JMeAg333HOzRunH8mQOKJ0+jcvna0k5Okp20M69fz+bp1M3yfhw+ll7+FpWV0Inqgdu/OA5SrV9nD/dNPdcfhG0J2tmQoPnrUvPWVcUgsaqwcP348TZgwQbW88847NGfOHDpy5IhJlbV3ZGNl0WT//v108uTJQh1j8bx5FHPypCquJT3d+GTeKSk8ANUon5YmHUiegSoUNntGb99WSQPk5fhxqU96+nTBh3r0iMs6Oak5EopWAXuMMbMGT56YJ57XjlFmZ9Op2rWJAEoE6NauXSYfKz2dpYLmzeO+enCwdZuW+Hi24RtrvBSUSgr++GMKV7OKRCsUFDB6NHszbtwoZXgRFzc3DQH71FSWAvj2W9OTVl5evZquqxlOT9esaVEP1wsXpGQugwebxxPJGty7xwYLgJOFGoUNEu2oEOPU/f01Vv/2G692d9d0+FRmZ1NOZmahF3siNZW94QCixYsN2+fWLaJRo6RHr3t347Kkf/WVdH3Vgla0+eMPfs6N9JDMTE6mIG9vlWE46LPPjNpfL+rGBFtltzKSkxMmqIzsJxs0KHS2Y6WSaOFCad60deuCk7HExkoefADR9OkFTGAUwM2bbGBzcjI8z4epJD16RKc++IBO16xJj9St9GZc7rm6kn+LFhSyYIFVNKmzsoiGDuXTlyjBHsH2zsKFXN8mTfgeVCqJfHykuaYCx16JiUSlS/MOf/1V4PmiTp1S6ZmmABT8xRfGVXjkSD6Xsc5cGzfa7sWflcXeEeZ+qN57j6/Fu++a97gyDolNwsCLKrKxUiZfBEE1Ao+LYxujoVFsgsCi3CEhOnSUr1/nDTqyksoYjj0+o2Imy/ffN3wfMavo3r25K5Yu5RWtWjm266AxGPgbpqVZuB5WQtQVywLofD5epLpQKtlDYuFC1oUTk96oL6VLszPbypUcbmyp2ygjQ0puY2qiqJzMTAqcOJEeqIXH3XV1pVNdurCno4cHj7q2bdNKQ75rF+9St67x3zHi779Vxg4CZ4sNnDjRbDphuoiP57oCnNDFgqeyCH//Ld1juvIYZGXpyTmWk0P0wgts5dQZK24A9+9ravkmJbEO5tq1mpIRCQmabqqpqVo3Z3y8lI9BTa2myCI609SubbyteM8eIi8v3t/bmxNBGYJSKb0Pq1XLR8d740YuVL++0Q9EZnKyKvN7FkBnzOG5u2wZ1yePd+KTJ0T//Wd/z2yAmkU5oGnTQhsqExJ4EkV8zt95x/D3bnY2O2iJ+3bpUjjnsQMHbOOo9SgoiE7/73+0t0ZzuoASFAMFPVEoKDbP8tjJiR64uNBdV1cKd3enmyVK0BUvLwqsV4/8evem0x99RGE7dlhdhzonhxUMxMkCR3F2e/6cPb8Bot27ed2ePZLRfNQoAwzgixdzHzpPX0HvOe/fp/O5L4McgPzz0aLXQKmU9J4K6RxTJBA9NcqXL9wshUyRwKLGyrp169JTHfEhCQkJVLduXWMPZ/fIxkoZY8jIMM7h69kztkleupRnIB0dzRscxaXGTrHqM7pwIdG5cwUWy8zkSGZjcoZMncrv+KlTc1c8fSpZoM6eNa2+jsTJk+z2U8AoODSUPbu+/tqxbbgBauLmgRMnGr3/2LHaxklvb+7IDx0qJX9QX4YNM7jvbjTffy+FmUVEmH6cjMRE8n/tNVWmZALokZMT+fXvT8/1eDi9/joXzScXkxax165RQNOmqqyg2bmD/FgLZx1QKtlAKRpXjWkj7IkvvuDvULKkZqKGpCSiOnXYKU1niKwpVp7MTPYC6dePD6yuIbhpk3SDu7vztmXLiCpX5lj1fNxwVq+WPHiK+rjqyRPJ2JhPotx8CQtjWzPAMmeGelInJbEcyogR+Rgrk5OlCuq0dOdPdnq6yks9B6BTxswU6qJdO67LmjUaq0Wvr5EjC3d4c+Ivus4B5N+qVaEnWpRKfnTER8rU/E/790sOblWqaDk1OwRr10rNy/Dh9mek1odSSTRhAtfb1dUgB0O7Qny/tG4ttTF//inJK376qfnPmZWaSgGi1wBA/i1aFOwdf+WK9CK0M096vVjyJs7O5ncvYFp2NpkihUWNlQqFgp7oUDOOiYkhNzc3Yw9n98jGShktnj3jXrUZ4iiVSjZUhoTkMRRkZXEYeEiIgUIsMrqw2jN65gy/gJ2cLBIWtncvH75xY7WVYm9z7Fizn8+uuHNH0roZPTrfomLETT75w+yec19/rTKS+ZmQHdnPj6+BszMbINesYcOQuuEgJ4ebl8WLOcu0mPygQQOWJzI3OTkcIgqwZnxhm86kR4/Ir08fDaNlUu5g/IFaLFtKCoe3Afx98yPy+HEKGDWKzlarRslqVtwgb2+K+PvvwlXYQERjh7s7h4I7Kjk5UuKDhg01c8WJthOzNFtRUVJGGHEZMEC62WNi2DgpitupL40a5av526YNF7NlQlZr8cEH/F3btCncWDU5WTMsfORIw6QXDJrgnTKFD6ojoY0h5GRm0skGDYjAibFOTphg0nEoPFxqYNXGQjk57JUKmCcjtDnwGzBA9WP4dexoFo9wUWu0dOmC29SCCA8nat5cupxLlxZukjE8nCd7THXMNpb4eH5nLljgOIZKQeCoHvGa79lj6xoZT1yclKBLPd/LX3+xIT0/vd3CICiV5CcKfAIUUqECPc0vlG7FCumdZAoBAURvvEH044+m7W8sFy8S1arFD6KlOH68eGrty2hhEWPlgQMH6MCBA6RQKOi3335TfT5w4ADt3buXpk6dSg0bNixUxe0RQ4yVqUVcO01GDUGQQrTNFLYhZhDX0vuJiOAN9+6Z5TzFkbS0NMsbK6OiOO0noJGgIS+nTpk+uRofL4W5qCQDgoN5RYkSKt3UIsfz51IKyHbt8h3VipPYAP/viNzctk1lKAv08TF6cKlUSnKmxmgGnjvHfVTRCcBU76r8iIyUPGnMlesiPSGBTk6YoNKUEg0Rj52c6EbJkuRX1pvWoBnN9+hD/qNHU8DYsZrLqFEU0Lgx3c+b8RKg656eFk2gk5djx6Rn3FRvJXsiNlZKqDFihGSECAmRBso6vWwFgcV8C9IMuHZNOkHFipzQTF8GIkFgy8qHHxJ16MBW4XwaY7EtcXXlgXFRJixMSpRjDokyQeAkK+IjNXiw8Z6pOg1WFy7wAd3cTP5RlNnZFCC6fwLkP2KE8QcR4+X799dYLcoflCtneymS5OhoCmjaVDJU9uhhFkOlIEhGfGOl+/SRkkI0ZozU9I4YYVp3RhDY0w5gJ2tLZWG/Jau3tgAAg+dJREFUckXz/rT1b20MgkA0YwZfI4VCQ9rZ4fj4Y2nyU/33yHub6217BIFo+3Y+gF6Xbt2cmTmTUsXIDmdnurpune6CYpiEoSLAefnxR96/Y0fT9jeWiRMLNSFExBIiQUE8ST5+PDsOGHl5ZYoJFjFWKhQKUigU5OTkpPpfXNzc3Khhw4Z06NChQlXcHsnvYiqVSgoLC6Pbt2/T8+fPKS0tjdLT0+WlKC+xsZQeEkLp589TenKyan1kZDqFhaXT06fGH/Pp03QKCUmn8+fTKTVVbdvTp3yuW7coXb63jF7S0tLo/v37FBoaSjmW6LkqldyZEMPTypbVa8C+d4/HWPXrazhjGIUYevXbb7krBIHdfoqqMTs7m0cdAIeAF9DjET227CkEzxgenjlDMbnWqgvlylGmngRN+fH773wNvLyMv8/i4qTLDbBdx9yRS1u3SmGiBigmGIygVNL5hQspRPTANWHJAuhSmTLk17s3Xdu4sdC6bsbw8KEkbfX2244tYaDO2bOS1+7y5dL6/v153Xvv6djp2DFN17wHD7TLXLwoCZc1bmz2NnDmTCm0s6gjtpuDBpn3uEePSkmi3njDMG/qx4/ZM/Pzz/UUEGdili0zuV6CUkn+olULIL/27Y171rOy2DKZR4NOTGY/Y4bJVTMLF5ctowdqky9+eYyqheGff6QJLXMa8QWBjRtiW9G1q2nGxsuXJU/6SZPMm4NPqST65hs28v30k/mOa03EPGKA6frR9sLjx1L74uenu8yPP/LclN5+TJcufAC9DY5+bu3eTRFubqq+g9/gwdoTAnv2sAHQVPmY6GhpBtPS/fxnzyRpKUNFh3WwapV29+qTT/QULiodHRmTMMZYqSAighHUrVsXISEhqFixojG7OSxJSUkoU6YMEhMTUbp0aa3tWVlZiI6ORlpamg1qJ2N1njwBMjIALy+gfHnV6sePgexsoFIloGRJ4w/76BGQkwNUrAh4eqptyMkBXFwKX+9iikKhQI0aNVCqVCnzHjgsDJg0CTh9mj936gRs3Ag0baqz+KhRwI4dwEsvAceOAQqF8aecOxf4/ntg3Dhgy5ZC1N0RIAI+/BBYu5YfqFOngNat9RY/fx5o3x5wcgJu3AAaN7ZiXc1A4v37iG3UCA0yM3Hb3R2Vw8NRplYto46RkcHf+/59YMEC4PPPja+HUgnMm8f7A0DHjsCaNUC7dsYfSxdE/Czs3AmMHg38/rt5jqtO3I0biLtwAc+uhmHninvwFqLwYs1YeGUn6yyf4e2NkkOGoMmUKSjl7W3+ChVAYiIwcCBw9izQsiX/LVHC6tWwGKtXA9Om8Wts0yZgzBhuNrt3B9zcgIgIoEYNtR0EAfj4Y2DVKr5hSpTgxu+TT6QLk5rKjam7O7B/v8a72Bw8ewb88QfQqhXQrZtZD21XHD7M956TE3Dtmt7Xl8n8+y8wZAj3jcaOBTZv5nPpY98+YPhwwNWV69OoUZ4CGzYAkyfzhtBQ016kAEgQENCvH3oePw4AOFu9OlpdvYoSJt5HDx4AdevyrRsWpqPeViAlJgYX+vZFj+vXAQAPnZ0R+913aDNrllmOT8TPwunTwMyZwLJlZjmsBkFBQL9+QHIytxsffmj8MbZv53cLANSrx7dM796Fq1dCAt+/f//Nn6dO5feiI7FgAfDll/z/jz8CH3xg2/qYg6lTuYvYuzf3q9VJTAR8fLgtX7OGy2qxdy/w2mv8/oiKMnrwlvz4Ma516oTODx4AAIK9vdHozBmUrVvXxG+kg5deAvz8gCVL+B1oKZYt4+O3bAlcumRU2yoIUrt+5gwwdCj3x8uV4z5e9ercRqra/qAgwNeXX/ybNpn9q8g4BgXZ1zQwh3U0ISHBHIexSwyx/AqCQFlZWTb3JJMXCy9XrlB67dqUXrcupd++rVp/+3Y61a6dTj4+6RQba9qxFy5Mp7590+nAATv4nkVosYhHJZEk3FSqFLsE5BNidfasFHZz6ZLppwwNZU0evSFSVvQEszibN0sXbd++AouLHoHjxlm+auYmMzmZLuZmvHns5ESPgoJMOs6SJZITamE9Sg4d0kzCM2yY6c4BeYmPZ28uS3cbHj5kL61Wrex3Av/qVfa2FjXg1BNZFxUEQco6C7BG3f79RN268efp0/XseOmSVAjgzDx79kg/5tOnxqetliEivoQrVkih2pMnW+5ce/dKYebvvZf/sygIRC+/zGX79NFRNimJYwv9/c3yUJ96/33KyL2/rpYqRXE6sz4VzJdfcp179Sp0lYxGUCrpwuLFGlIWAU2aUFJhUmzrwN+fD+/uXrjs3QUhRr6WKkV0/75px/jrL0khAuBs5aZ2jy5dIqpXT/rujuiRuHSpdC0K4ZRsd0RGSm2YrjyTYgKkypVZT1eLnBzOZAeY7C4rKJUUMGqUqh2JcnYmv1deoUgDE4FlZelXLyEirhfAoVWmcOgQ6/qsX88//q5d2rHxOTnSTW6kBs3hw+y9ev06fxYEqWlOT5cCIDQSaJ06JXV65Hd4scWiCXa+//572rFjh+rziBEjSKFQULVq1ejy5cvGHs7uMeZiyhRxxIQmr7+usVp8IXbvbvqhC9R0un+f1cNlbENamnb2uu++K7A3LQhEnTpJ4Z0W4fp1juEbPNhCJ7ABGRn8ndauLbBoWBh3WF1dC5dp2hYISiUF5nYSkwAKU3u3GsOzZ5Jx0VyDqchI1hITc9goFJzfyBIGtXw764XEXg2V27ZJIYs1a5o3LN7eyMjgEEpRsxTgxDti+LHe30jUFatenQt/9JH9/qAOQnKylIhMlCezdA6/7dulaMZp0/L/CSMipGhEE5tDo7i0ciXF5zZykS4uFKGesUMdpZLjk+fM0Zpp6d2b67tzp+XrK/LkyhXyGzSIbokXK9dQcmHRIoucT0yYVdhE6gWhVErRuS+/bPrjnpgoJY5Sz8t3+TLbbb78kvtkffty/hNfXza8qD8LW7ZI92KdOo6X9CwrS5K0AMynFW1PvP22fhmLrCwiHx/e/s03eg4gxi03bFioLEk3t22jyDza12FubuTXowfd2r1br2bssmUsEfXZZ3ra4SdPpMZTK7FBHiIjtYWHy5fXjsuuXZuFhcUT/vUXry9b1qiZ7sREaVLgo490l3nnHe6f//CD2kqlUnqnHzhg8PlkihYWNVbWrVuXTp8+TURE//33H5UtW5aOHDlCEydOpL59+xpfWztHNlbKEBELpIiCOnk8n0StooULLXTun37il9Vrr1noBDJ6SUpicewqVXiq38g0kzt3ShpPFvNGuHVLsiY5sn6lUpm/Uno+hIfzwMLR8Mv1HMsGKKQQIwlRNL95c/MnFrhxg5sesZ/r7MwDO3OxYgU3rdYc6NuSzEyiqVOl69m3b9FP4iLy7BnR3LncHorfv3dvA7xsU1I4o0edOuxibiGePGFnzg0biqZNNDRUylfm4sLjdGt9T9FZXvSmzc/T7ZtvuFzVqpqZ5C1FxD//qDwT4xUKOj1tmrZx4eRJvd5AgsCJe82t8ZuX9IQEOv3RR3SuUiXKVjM+pAPk36yZ2b0pRYKCpHvGGl2M0FA24ACFTwITGMjJvkQ+/1zbdqO+iN37sDDJRjRwoPUyjJuLx481HdO//trWNbIMt25Jv1NwsPb27dt5m5eX5n2gIilJcv8rZN6NxKgo8n/9dbpQrpzG80kARTs50fny5cmvVWta3WIsBS1bSwl379Ibb0jFatZkx0etNlmcDdE1EaFUspV98GC+ENWrazauQ4bw/kOG8MxU5crSCUUHBzHD+cyZRn3f997j3erV0z/h9eCBnv7NRx9pzyTIFCssaqz08PCgB7mC59OmTaP3chXSb926RWXLljX2cHaPbKyUISL2oHvrLaIePTRWZ2QQeXpym1uYEF+R5GSi//7Ls/LaNclKoEoFLWMWMjI0ewYPHxJ9+inRvHmsCl2unPRir1VLd29ID+npUoTJvHnmqW5EBA/2587Ns6FvXz7Rp5+a50TWJieHp2D/97+iaSXQwUnRUxugk4WIX4+IkOZRDh82YwXzcOGCFKIJEJkYMamBIJCqs65Q5Jl9LwRXr/Jib7dSVBTRiy9K1/CLLyyXtdaeiYlhg5VokBg8uFBOLWZj2TKuT4cOtq6J+dm1i+fbAKJq1TgSz9qIEY0A0Usv6U8Clp5O1KBBPh479++zxd+ExBj6iL1+na6JnTlwWPjV9eulAlOmWDhEQjeCUklX16+ngCZNKEF0c1erY8Do0ZRQkMdVIREn5CdMsOhpNJg/n89ZsaJ5J3N27+bv8/77RAsWsBF9zRru3jdpomlw/v577rvZQ9tkDCdPEnl7S7Z1A5R0HJrRo6Vw77xzWUqllCVen/cfzZolNUrm4NgxegZQYMmSFOTtTen5WMcfuLjQsYo16bMSQ+hFrCd3JFCfPnkm8NavJ2rThjMUEvHf3r2J2rXjxlz9mL1755+MMi2NI5bq1eNEYURsoR8zxqiwmaNHpVPqS3CUL6I+VqlSXCeZYodFjZVVq1ZVeVY2bNiQ/vzzTyIiCgsLIy8vL2MPZ/fIxkoZDfKMLMXEpd7ehR8YP3vGhk+FQocXnjhFai6rlwxnlG3WTDPUWHyBqi8NG3JsbYGx+prExnLW22rVzBdmFxwsRWto3Ir79kk9+4wM85zMWuTkEI0dy/V3ciIKCTFot+Rk80wQ2IKQBQtUM+9+XboU6lhiSKe1AhuGDOHzffCBeY6XkyOF6wFEH39cePnV4cP5WEuWmKeO5uD4cSnjd9myhXbiKBKcOycZLG2dRVkQ+HUAOG62X11kZ/MzJT5fPXqwsdhW7NghTfBWr65ba46I6MgRLlO+POvcaiCmpTYh2iE/0p49I7+XXqJktff/6Zo16cGxY0QVKvA6tdnkZ8/Mm3FanYdnzpBfnz50V5yJyl0eOjuTX5cudNeSM1NqXL4sTSaFhVnllETERkPxeRwzxnrndWQEgSdcRI3YZs3Y87CoEx/P2tTiRExeWRmxLfHw0NNcPHhA1LMn96PNMcMppl0fO5aIiFKePKGr69fTtl7jaSna0r+oQFFOzjqNl5kAnYUnLW85ibLExiVvnb77TnO/MmV49s+YqIPsbJO/a1ISR5Ib2w/UaMcFgR1AANailil2WNRYOXXqVKpduzb16dOHKlSoQMm5qrU7duyg1q1bG19bO0c2Vsrkx/HjrFU5aZJ5jidq9SxfnmfDH39IvfuilEjFFmRn87S9qC9Tt65kiIyI4OnXKVOIJk7k2NRCuD4JAveDzEVOjhSxomHTy86WxGO2bTPfCS1NdLTkrufsbJRI2Vdf8QDqiy8sWD8LELZzJyXldjJP1amjV8vIEA4dkgaS1pKMFidoPD2Jnj83zzEFQQr9FJ0DTPWmSU6WdMbswZgtCOyhI4aqtWrleNqqlmTyZOl3zyu3ZU3On+c6uLtbPvmTtYiO5v6JeH1nzbKP7sONG0SNGnGdXF3Zs03XuPngQT2JMQSBqEULPoAFhPhiLl2ikw0bkjL3wmUA5A9QsKcnxatZ7D7+mN/HRuak0CI9IYGu/fwz+Q8fToF162oZKFMACqxXjy4uXUpKK/+Aouf7yJFWPS0R8eSs2G7++6/1z+9I3LjBuo3ibTN6tOW1aO2JuDiiF16QgqDU5eQFgfuJV69aqTIdO3JFfv1Vter2bUmzWfTwfH7/Pl1YvJj8+vShoCpVKDaP53SUszP5jxxJaXktrNeusT7CX3+xi7yVf2hxcrlOHT3tcx6ePeOxradnnvKffMIHeuMNi9VVxn6xqLEyKyuLlixZQtOmTaOLFy+q1q9YsYJ+Luwb2w6RjZXFnJQUNlwVMKVsrnBDMRNi27Z5NmRkSG45e/ea52TFkdBQzqondgiGD9cjZGO/iJ5t332XZ4MYN9WqlWXTdZqLnTsl8W83N47PMpCHD6XkJEbsZnMenztHj3NHXxfLlqUME98rSiUb98S+7TvvmLmi+SAIRE2b8nlXrDDvsXfulLyufHxMSxQpalQ1aGD7MPDnz6XnFeAwSjniSZOHD6X7uHx52zVdoo7om2/a5vzmJjCQNR8B1muzt3YyMVFTC3fMGCO9FH//nXesVMli7o1hO3fSeR0JKsLd3cmvSVN62/196olltG3iMrq4rOAl+IsvKGD0aPLr1o1ONmxI5ypWpHB3d8rS4WElviMCJ060mBZlQYSGSs/mlSs2qYJKj7lWLcMMI8WNiAh24BONuq6uRKtX2/7dZwuio6XEbT4+hXiXXL5supPC8+fSj5HrqZCaKs2tdOmiP0hLUCrpzrFAWlt7AD1RM1w+cXIiv5dftmo78MMPHAHSogW/E7/5hofDGRmSLfbYMcOOJQhE9evzPhoatCEhHHqvZtSVKT5Y1FhZ3JCNlcWcpUulka8VhGtiY6UQDi376KefSnFcxbEnUli2b5dcrsqWZQ9EC1zHXbvY09ZSguw//MBfoU+fPBuio6XMFcePW+bk5kI9LrF1a54pNgIxA2Tnzo7zKDy/f1+VufWOm5vJOmPx8USvvCJdvvfeM82oVxjWrZMGBOZuFq9d4+OaaggdNozrZkY5O5O4elXqoLu5seyUo9yr1kbdaNW1q9GKG4UmPV2SJz5yxLrnNjeCQLRypRQ40LSpdcN3jUEQuIsl9nlGjND9jAiCjtD17Gx27QHYNdNSdXz6lEJcXekkQBF5sv2ac4lVKCi4cmXy69WLzn39NT214Y+WlMQJWURPMDEPhy1ISZF+5vHj5TZUJCqK3/3qt+SwYUZ3pYocUVGSVnzjxrp1cfO1+W3YwBf1s89Mq8DBg9KYMRexv1q5suEG1LRnz8j/9dcpSmwcAXoOkF+bNhRp4f69es4hcXF1lbzys7ON10f/6is+ziuvmL26Mg6K2Y2VBw4coKzc3uOBAwfyXSyFr68vAdBYqlSpku8+/v7+1KZNG3J3d6e6devSTyYIEcnGymJMaipngQaINm3S2nz0qGW8QMTEbFoZd+/d4xm7Vq2sb51wdKKiJENe//4WS1T0/LnkzWKp7PA3bvDxPTx03AbnzhHNmaO9ztJpSo3lxAnu/Xz1ldF1u3xZ8vbQp3dmb2Slpqo8dGKcnCjKxOwWly6xLrr4+9tqQjolhe39AEcimZvkZM1B6f37hoWFJyVxGC9gvbB4EUHgUK/16zmqSfT8rVWLH0EZ/Zw6pTkwMjIpaaHZuZPPW6OGYyc8unpVcyJj1CjH8EY7dkxKEpZ3kuL6daLmzdnwoGWoEkNR6tSxXHz7kydEH37ILlGCQHE3b1LQp5/ShtJt6TRK0U1ndwp3N2y5kZtwI6BpU/Lr3ZtOTphAIfPnU9SpU4WSAzEXaWms8yvKcwJ87W0tW+HnJzmrFcEAPqMQZUXE9xxANGCAwVLfxYK7dyVVpGbN+DMRX7upU9kWGRioZ+dt26QLa4o7+syZvO/kyUTEk8uiQdkUmZOs1FQKnDiRIkRxZ4CUAAVXrkznFy60SLuxfDmfqmFDlhpatEhHUk8jCQ3lY7q4ED19ap56Fmk2bmTtgvBwW9fEYpjdWKlQKOhJ7vSEQqHQuzg5ORWu5vng6+tLL7zwAkVHR6uW2HzCN+/evUslS5ak6dOn082bN+nnn38mV1dX2m1k4yMbK4sxK1dy61q7tparR3Iyd+jc3Y1KEG0QW7fmE8b488+aYiwyhiEInCRn6FCLesj+73/Sb2cpe7IgSAbRAr2AYmI4rrZ+fSJ/f8tUyBAyM1kUTp2oKKMPIwjsUQrYRkPLFASlkk7mutilAHRTzOhoJL/+KjkG161rez1G0Tm2Xz/9ZaKieAa+MN4wiYmsb+fuTjRuXP7t7ZgxUifbGh44gkC0fz+Hd4ta8epLv37mzWRbVBEEKWOruPz4I//21iAggOewvvzS8ufKyWHDwtq1RKtWaS9bthBFRhp3zPBwNkyKkzguLnwsR/JCW71aqru6ISExUcpirpbbhklLk+RxNOILLYDaxXz0SDKeGZFA127JzGTnVLFfIbah27fbTyZsMaeIuzvRhQu2ro1tyCsr0r07Z/6W0ebWLSkjerlyUuLrd9+VAtT0IhocPT2Nd1XNzOQXitp+CQnGe+yfOyfJ5hMRKbOz6dzXX9O5ihU1XpR33NzI75VX6FFQkHEn0ENWFlHNmnz49evNckgVbdrwcdety7MhJoZSlq2jPzalWcqPxPFo2VKvo1RRoUiGgfv6+lLLli0NLj979mxq3LixxrrJkyfTiy++aNR5ZWNlMSU9Xeq56WixlyzhTfXrm39CPylJ8sq5caOAwj/8ILvt2AkhIdJg8ehRy55r8mQeo4kdGb0EBHDsieiKZ4sYx6gook6deMRpTLZCHezYIYXVmhhFbVUEpZL8mzcnAigHoHNa7tIFk57O4V5i//SVV3Rkx7UBd+9K97uun/XaNclD58cfTT/PuXOs4atuyGrXjucetmzRbH/FMcbGjaafz1BSUzksMW+oVPfuHEIZGOhYxiJb88svfA29vKTr6ezM+lhz57L3nTn1PlNStOWKLfF7CQJ7B/7wA8+ViR7JBS316rGcyPbt+rN3R0ayXq1apCCNGEF086b5v4elEQTWRgO466X+nT/8kNe/+qqOHVeu5GiCx4+tVtdFi7g+XbpY7ZQWITubnzsxs684N//LL/aRiEkdpZJ/f9GR1lIyO/bKlSuyrIixPHhA1KEDXzOFggN5IiMlL269AS7Z2ZzlD2BNGht0uMSEgy+9pL3t7uHD5N+iBSXmeWlcLl2aAt58k+IK8QKIiyN6/XVug83tcCGOm7t3l9alpxOtrPwtVUYMAbqzuRc7wsOlDlARdkMtssbKkiVLUtWqValOnTo0cuRIisgnNqFbt240bdo0jXV79+4lFxcXVUi7LjIyMigxMVG1REVFycbK4og4zV+zplaYamqqZP/55RfLnH7fPo76zpd//5Wmmk301iryRERYJbVrTo40azh6tMVPR3FxRnQkkpKkXr67O9E//1i0bhocPUokzgSXKVNoK66fHx+msCEp1kBQKsm/VStV2E7gxIlGHyMykg1zYmd7/nz78XQhYi0zgEOr1AkLk9pI0QCVqzVvEoJAFBTEiQTUoqG0vK0iI61jqLlzR5r4dnIimjaN62GhPB/FgrQ0Nm67urLGV4MG2gY8Nzeinj35OTh9WlvbMi6OPQrVvW8TE1lSJSSEnx1B4PdrrVqcX80S3L3LQRCjRklKMupL6dIs9zJypPby4ouaxkdxKVFCe1FPHvvKK0RqOS8dkuRkoiZN+Pv06iUZzMLCpDbQqiHJ337LN1oeq5CYdXjDBivWxYwolTzxJ2ZkB9gLbc0aTqBhr8THSzIor7xiX+9CS7J1q6asiBzybTgZGUTvvy/d5wMGcD8C4DZYL3Fxklhq586GeVimpZlNR+TePanN0xdMlxgVRQGjRtFlUVw2d8kGKKRCBQoYO5Zir1836fyWSDAeFSW9syIiuP0UvTgBImdFjmrCpFgHEC5cWHDYUhHA4sZKf39/GjRoEPn4+FD9+vXp1VdfpZMW9kX/559/aPfu3XT16lU6evQo9ejRg6pUqUJP9VidGzRoQN9++63GutOnTxMAepzPDKwubUzZWFnMyMggql6dG4u1a7U2i9HhdepYPxGABomJkhEKIProI/vTJrQlWVkcW1i9usW9T1etkuxx+rxgbEpmJrv1iCP+Q4csez6lkmjBAqln0qqV2UaZERH2rysnKJXkp+YOeHL8eKOPceSIlCy9fHnjBc2twbFjUrTU8+e8LiJCaj5btpQyRw4aZB5PkNhY1uxq3JgzVVr6Vs7LoUOS+HzlyqbpUMno5sQJzYQIDx4Qbd7M4f/iPaW+lCrFA84pUzg8UvSYGTdOOsaff0rlq1ZlJ291LzJzOC48fsxRyBMnSuNb9cXDg+UrvvuODakFea0lJXHY4syZ3HTm54HZqxfb04oKN29yewJwTkGRfv143ccfW6kioji0k5OWxvWtWywnJrZ5jsR//0mZiQGeIFiyxHEmWi5elPQa8wzxihyZmUQffCD9VrKsiOn89ptk8K1eXeqa5ispcPmytJO6QPqjR/zwP3jA4U3Tp0sunFOnqgSzz53j982yZabVuUcPw+/zR0FB5DdoEN0QtflzF2Wux6XfkCEUpVeo03p8+ikPVcVJB4CoeuVMWo936YGbDzXwYYNl/fqWyQnhEIiaOEVcoNeixsqtW7eSi4sLvfHGG7Rq1SpauXIlvfHGG+Tq6kq/W1ozRo2UlBSqUqUKLdPTCjRo0IAW5slwcerUKQJA0dHReo8re1bKUGoqG1patNCaZi4gOtwiJCXls1Gp5LS3Yqvfvr3t1dDtBTH9XPnyFg8RE7PZmpDDq1AolZzgJN97RCQrS6qoq2s+CuOFJDhYCqEBeARfiPjNmBgD5BDsCEGpJL/27VXfP+Ctt/SWzcnhAYn6kpHBnmNiZ7pdO+M17KyFIHC2YYAnce7fl0IKmzZlw+KNG5I35Pbttq6x6eTkaDa1nTpZLE+XjA4EgY1EP/3Eoc7qSUDUl3btNGUAAgI4S65oABObv88+M91AEx9PtHcvhyeL97/64uLCIcJffslSwYX1VktI4DYg75JPV9ahEeU+ACIxb+ehQ/y5bFk9Xj9+fmwRNtc4RHTHGjrUPMezMXnbr9KlOdTUEYc2GzdKduRjx2xdG8sQFSVN9AHcltj7JK29c+UKR3WLE0gAv0vy5fp1flmou/G++66mW7v6UrMmZzojloMBuNttCqI0irEa3HcPHya/vn21DJcEUGiJEuTXqxfd2r1bKznP6tWW1+AVn12ApaxWrCBKTxN49hmgB9OXUp0qaQSwl72ubO5Fmjt3ct1MnYv8zIRFjZWNGzem5cuXa61ftmyZlkakpenTpw9NmTJF5zZTw8DzImtWFmN0vB3E5JM1a1o+XCYmhr2RqlUz4FwHDrCKtNgL3bPHspWzd0JCpFi6AoUdTUP9N7l/n+itt6wflvTyy/wVV682cIesLI417N/fchmA1q3jSrm7F1o8MCWFjQ9lyljOtmpOBKWS/NRctwLefFNnuYcPeSysntFT1/Lee5b7mczFTz9Jnuaiplb9+przA2KnvVIlx5TgOXZMcpwAOJGW7MRuWa5cyX9wfuKEtv5j5cpEZ87oLp+Rwd7JS5ZwWLExpKTwvrNns35q3nGqQsEyIJ98wiobjpCB296ZNo2vbZky0r0geuP89puOHSZNkn6QV18tnD7y8+eSdfv4cdOPYyfExRH17StdnilTHF/z8Z13+LuULMn95BUr+D4pCqHhx49LeaPKluUJaRnzkJDAGe7FZ8HLy4RnQXR5dHbmhn/qVJ4kuXtXY9wodgVNdZBLTJQcO03Nn/PwzBnyHz6cLpYtSzl5OpiRLi7k1749XV2/noKPRhGgJFdXyxkIt22T3p3vv5/nPSk6lwB0F3WoRtVsAthn6Nnhc46ruWEs33/P16FPH1vXxOIYY19TEBHBCNzd3XHjxg3Ur19fY/2dO3fQrFkzZGRkGHM4k8nMzISPjw/ee+89fPXVV1rb58yZg0OHDuHmzZuqde+//z4uX76Ms2fPGnyepKQklClTBomJiShdurRZ6i5jhyiVQHAwLzNm6C32/ffAN98AS5YAU6datkrZ2UCdOsDjx8BvvwFjxxaww4MHwKhRwJkzwNatwJgxlq2gvZKRAbRpA4SGAiNHAjt2mPXw9+4B06cDZcrwZbYlP/4IfPghUL8+cOsW4ORkwE45Obx4ePDnJ08AhQKoXNn4CsTGAmvXAg0bAqNH87q0NGDuXH5AGjY0/phq1Rw6FPj7b6BCBeDsWaBBA5MPZxX8e/ZEz4AAAEDAiBHosWuXxva4OG5D1q7l21QfXl7AqlXA229bsrbmITUVqF4dSEzkz3XqACdPAjVrSmWysviRvHEDGDcO2LLFJlU1mjNngC++APz8+LOnJ7Bhg3Sry5ifhAR+7k+eBF54AVi0CHj5ZW6i1FmyBJg9m++rJUu4HQwNBVxdgeXLuflR3+fZM8DfHzh3jt+thqBUApcuAUFB2vs0bgy89BLQuzfQowe3UTLmIyuLr+/p00ClSnw/3LoFuLsD/frpeNelpACffgqsW8c/nLMzMHkyMG8eH8AYVq7kfuALLwDXrqlupIMHue364AP+3R2BkBBgxAjuHpYsye3XW2/ZulaFJz0d6NuX7w91KlUCevXi7/jqq9rthj1DxO3d558DggC0agXs2QPUq2frmhUtwsOBdu2A5GR+b6xebcJBHj4EypXjToEO4uP5XhQEfvbU+0PGMGYM8PvvwPvvc7+xMDy7dQs3Fy2C2z//oOWTJ/DIsz0LQDyckOrmghQPD2SULIksLy8oy5QBypeHU6VKcK1aFS5eXlAYNNgAnEuUQNVevXAqohXeHOUEpZL7gI0bA6VLq42jY2KA8eO5kywICF97DD1eq4iYGKCd4jx2K95A7aMb+aVQlFm4EFi6FPjuO35/FWGMsq8Zawn18fGhdVp554nWrVtH9evXN/ZwBvPxxx+Tv78/3b17l4KCgmjQoEHk5eVFkbnxcZ9++imNHTtWVf7u3btUsmRJmjFjBt28eZM2bdpErq6utHv3bqPOK3tWFmGePePZsNGjJXE4oEBl35gY63k7iTq7rVsbGAaQlUW0a5fF62XXzJ3LF61KFbO6cT18SDRrlhQ+4upq+/Dc5GTJu8hk7b7x41n87ZtvDFfVfvyYaMYMadq3SROzpqZUKqUM2B4e+r2l7Al/URMU4P/VSEhgjbNSpaRmpmtXjlx8/lx7cTSvvY8/lrSg9KlQnD0rzarbo/6mOhcvSl7LAIex/+9/RTfs1t5Yu1YKFADYkSWv7LAgcDkxlDspibOYivuMHs0eSR9/zO9PfVF7hi61anHin61bi7GWlpWJj5c0Ow3OEhsWJmX+EiNNVq40/KRKpRQrmmesI0qEz5lj3PewBYLA1RclOOrXV0WnFhlyclhzcPFiTpySN+q1fXvWfnaErNnPn7Purlj3t98ulHqOTAHs2SNda0sEoolSFi+8ULjj/PcfR60sXWr4Pr/+ynI81apx4qwqVTjqoFIlfiYOHCBKevSIzsyYQadq16aEwrwYDVyeojz5oQdtK/sabe06mppiP9Wqlb8n9PXrRBUqCDzeQiZ96PEzPT4XVbgL6ghkZdl/SJUZsGgY+Nq1a8nNzY2mTJlCv/32G23dupUmT55M7u7uOo2Y5mLkyJFUtWpVcnV1pWrVqtHw4cPphpqQ2fjx46lHjx4a+/j7+1Pr1q3Jzc2N6tSpQz+ZICgnGyuLIP7+PBLNm3KzbFkOkb11y9Y1VPH0qWQcMymHVWwsx705Qm/NHFy7xoJhAIuKmYErVzhhg3hYgJMaWCPrsCHMmsV16t3bhJ0zMjTjW729WYxVXwaIqCi22qjHL7dvz6H2Zoq/ysri6y2GV5rpZ7QogWohiH5q4RvJySyOrh6u2rYtG+uK0iOZnMyd6Xv38i83fTpfg9q17StUNi6O53imTGF9KPG3cnbm6NJinZnSRsTHc9i1elNTunT++ryCQLR8ue5s2uLA8f33WeTf0GX9ejaSFaXn1ZGIi5Oyb9eqJT2LBRpyTpzgEE2A+0CG8tdfUn9QbfIuJka6r+zl3Z+Xx4851PLttyXtYIBlNx0xGZCxZGYSnTrFfSJ1jdru3e1PRkap5EmxJUs4SZhYXzc3jniV2xvLI06yenkRHT1q3mNPmMDHLmxCMKWy4K51RoamX0ZISP62w19/lcoKAtEnHyupBOJoUMsgCtu5ky4uXUpnZs6kgNGjya9fP/Jr25ZO1q9PQd7edMXLi26WKGHwcselNOXASWdFjqMs/Tn2C1Lmk3Huxg2i3r1yVLuVUKTTrBlZDiknJKOJxbOB7927l7p06ULly5en8uXLU5cuXWj//v2mHMrukY2VRYDsbE2PMXX19mbNeJr85Ml8U3T+95/tvLtED7Phw43cMS1NSqG6bZtF6mZ3xMQQjRrFU9QGcu0a29r27mXvRHUPngMHNN+v3bsTHTxoXx3J+/elQZRJnhNKJT8TdetKX9TDg0c7mzZJ5X74QXLTAFiQx8xWt9RUoldekQxFmzeb7dAWI2juXMoWDZVt25KgVFJ6OhtNRN0p0VCyd6993TvWJjlZGkTnkZS2KklJbJPQl23ZyYk988LDbVdHGeb+fXb+Fj0j1QJo9HLyJL/a69VjY/Mff/CrQcYxiY6WJhF8fNgYVa4cTyTmi1JJtG+fpvjpgwf5p2Pfu5ffhTNnaqxevpzP36GDyV/DIjx4wFVt0kS7HXN3J1q0qHi+c5484eAP9cmO/v3ZkGMrBIE9PV97TTOYS1x8fLQ9yGUsR1aWpCupUBjouW0AgsDz/oDxRtAzZ4gmT+YJh7zL66/zcHX1anYWX7iQJ4ArVeL3nDonTxJdusSJya9c4bHB1aus7ao+0bNggXT/mRydlQdB4HMtXcrBV+5Ip3fbBVDAxPfIr317Ol++vKrPTADdc3Ul/xEjKDmf0JUTf0RTJ5dgVV29vISi54dz/XoR+0L5Y3FjZXFCNlY6KILAcYcffsgt+fz50rbUVCJfX4NV9rOypMQRtshme+OGNIC+e9fInefP553Lly9eMYwGxNE+fy4l/FRf+vWTyqSmcgjFG29wkmt7RQx/nDixEAfJzCRatYqoYkXpYqinvD9+nNd168YZRyzwUs3KYi+DEiXM13GyFA8fEh3+dA2lg60ox2s1o7BQJa1bJ80RiAOQbdvkTJ4ihw9L12bFioLLC0LhvYLS09nR6osveHCiy/OuWTM2oO7fz2H7MvbF5cuczdjY5DgyRYOoKGk+zctL8hg0irQ0okaN2OKo7h6ZmcmdK7HfkJOj5frdsiWf88cfC/U1zEZMDBsq1I1xCgV77s+aRfTvv/blvW4roqLY+KMeGTNsGE9SW5PAQJ7sVn/nlCrFk7PLl3P7VhSSAzkaDx+ypBNA1LSpebq1z59zlvFq1QyP5i0oKqCgpU4dbtJu3cp/UY9MEARuDgGe7DD1/hMENvRu2MDBiZUra9Zt4EDtJLGHfjxD36MDxUPSZ3kOkH/r1nRHT+dfOH6C/nJ6lVrhourYpiYvsjsiI/kL1atXLELAiaxorExOTqbExESNpaghGysdjLAwoi+/lDSHxKVrV5MPuXYtH6JSJdt1/vr14zoYrZWUlcWCXaJrZlGdtTFS5G//fu5IiLdHx45sxGjfnqOc1XGEDv/p0/w9XnzRDB3ezEwWHgwK0jRwC4JVpv1TUojOn7f4aUzmwgXufLVFCCWBRSj3Yig5I1ujyalZkztSWVm2rrH9MW+edJ3yU4+5fVvyfKxfn73Md+woOFtldjbfvt9+y/IIopSG+iJ63W3fLnvdycg4AvfuEdWoofkcGxXxEhzM6cVFt8P27dkFSnTbvXhR526XL/NmNzfbZ9F+9ozlCdT1GXv0YN29+Hjb1s2euXOHvbLFn1qhYO/527cte96QEPboVPd2nT6dfSnkvoF9IOYGANg54a23iH75pfCa9Ib2xZOS2CFCrMPw4ZwUWn357jse1urqyxizlCzJsv5iW3HnDtGyZcZPAj56pFtyQlxKlOBx6/Llum1vSiXLengimra++DrdFS3Gucvl0qXp1JQplJ535nj5clJCQb4v7FI9TxcuGFd3u2TpUv7uPXvauiZWw6LZwO/du4cPP/wQ/v7+Gpm/iQgKhQJKpdKYw9k9cjZwB0EQOEXk8ePSupIlgWHDOC1gnz6cJtRIkpM503JsLGeM+/BDM9bZCE6eBG7e5IzgepLP6efKFU59l5MD7NwJvPGGRepoU954gzOArl4NVKtWYPEPPgB++ol/2w0bOHukI0PEWT/bt3es7JcAcP068OefwNdf23fdb94EvvqKs3M2wU2cRHdUxDOcUPTA6NL/IlNRAgBQvjxni588mTPXymhDxIl7Fy/mz5s3cyJIdQ4e5KyRYpbxvDRvDvj4aN8zqamcOT45WXN91aqcSFJc6tQxxzeRkZGxJrdvAwMGAHfv8ucSJThL7pgxgIuLAQd4+BCYNAk4ckRzvbs7Nzr9+mntMnMmsGIFZ9Xetavw38FYkpK4D3jsGPDrr/wZADp0AL79ljOT2/O70564eRPw9QV27+bPzs6cVbxECe2yjRvzu6JzZx5O5CUxkX+XEyeA+/e1tyckAP7+/L+LCzBxIvDFF0CNGmb7OjJmgAioVYubhrz4+Gj2GypXNu+5Q0OB117jvy4u3M5Mnar/eSbitu/4cb7vTp3iPo8hKJVSv6hMGeDjj4GPPgK8vAzb/9kzYPlyYN8+rq86rq7Aiy9K16ljx4L7v59/zsmvX30V2L83Bxe+/RbCunVoGxMDsSlPUChwtVUr+PzwA2p07coX4OBBCIMGY+gwBQ4d4r7chQvc93ZYOnUCgoKANWvUUqQXbSyaDbxTp07UqVMn2rFjB/n5+ZG/v7/GUtSQPSvtmMePNT+PG8c+9C+/zFm+Dc1snA++vlIop6Nl6NXgq68k99DYWFvXxryIgvjOzizSYgDPn3Py66KabfHCBfuPJEhP59tSlMH84Qdb10g3d+4QjRkjeWQ0wC16jLJEAF339KQkOTWwSQgCezEDLHGxYwevz8kh+uwzaZK9c2ei0FCWBZgxQwrHLGgpV449FNas4fCooupULiNT3MjIkPpm4tKoEbchecMNdSIILCa3dy+7vj15km8DsXMnUePG5pcmEQRu24KDtZcjR1j24MUXtUNDW7RgPW25TTOdixclfeyCFjc3dnj65hu+ZT79lJUEnHTnDdFYnJx4aBIRYetvLJMfZ85IfdF27XQ/dwDLxUyfzs+fLnma1FQOty7o2VQqOaqjFAfnULVqls+LIAgcVda8ufR9KlZkp778pHaeP+e+uii/IXomt23LSfAOHzZtuH3zJnt6jh+veb0eh4SQ30svUZTaD5AF0Mn69Snin39U5eLjJWmQV15xYBmFBw+ki1qM5Nos6llZqlQpXLhwAY0aNTLdnOpAFHXPyrjr13Hjww/R9fBhuHh42Lo62ggC8OABEBWluYSF8bTS5ctAixZc9v59nt4xwLPOEGJi2PMuNZU9v15/3SyHLTTnz/NXNOprZmWxd+W1a+xW+OOPFqufVUlNBV54gX/7jz8Gli7VWezGDfZIWLgQcHOzch2tTFISzwZ7eLC34rhxBnqcWJETJ4ApU9hLBgBefhnYsgWoWNG29VInKgpYsAD45Rd2SgaAcd1uYOHptqguZCLcwwMVr15F+QYNbFtRB0YQ2AN140b2cPn5Z+CPP9iDCACmTQOWLNF+ZuPi2KPl6VPtYzo7A23aAC1b8v8yMjJFk7ffZq9sFxepjS5RAujalb0NX3qJ2wJztAOCwKPmwhxL9Io6cUJaYmMN21f08HrlFfZEcnIyvR4yEiEhwMWL2uuzs7mvffy4bo87kYYN+Xdp0UL7N1EogO7d2UNTxv7ZtUsKPFu7loPyRM/ZEyc4SE0dJyceVr30Erc3nTsDR48CQ4fyZ7EfA/Czf+uW5BHp58eetwDQsyewYwdQpYo1viW3ZX/+yZFCYh/c2Zm/i9hudu7M5Vav5ggYsa6tW3NUTN++QLlyha9Laqr+aEFlVhYufvcdnFetQpvcCggAgmrWRIWlS9HopZdwaepGdNo/G5lZTvj2W+CzzwpfJ6uzciUwYwY3FgEBtq6N1bCoZ2XPnj3pqLHprRyYouxZqczOpiu5UyXny5enBKOzt1gYQSh46tOQDA0mIiZf6dDBfmawo6NZYqlyZU4YYRTnzxO9+27hs1XYEx9/zD9SrVp6p/aSk6VMmTNmWLl+NuDCBU1dr8aNWc/KHu7h2Fj2MhDrVrUq0a5d9lE3EV2JCwYMIDr263l6kKvSf8fNjWKvX7d1VYsEOTnsuZpXV+mPP2xdMxkZGXvm/n32hnJyYi/tKlW0u4hlyhANGcK542yVbDU2lpPe6NN2q1NHe2nQgNtFc2jnyZiOIBCFhxP99BMnMmzWjPswW7awQ5RM0WLpUvY81PXbxsYS/fkn0ZQp/Hzq8sAVk8tUr07UqxcvPXtqauSLS6lSHEWSnW3970nE5920SUqyo764u3N0ivi5SROi3btt5714beNGCsrTwJ/18KD7AG1s+YPKi/nYMdvUr1B07qwVXmare8KaWNSzMiIiAlOmTMGYMWPQrFkzuObRAWwherkVEYq6Z+XZWbPQYulSeAK45+oK2r8f9V5+2dbVknjyhAU9YmJY6KVmTWnp0wewoFfTtm08S7N1K9Cjh8VOYxT37vGs3dWrPKu3YAEwZ04xnWWPigLq1mUhlr/+YpeDPBCxzufvv7Mn6qVL5tecsUcyMnhm+Ntvgfh4Xvfaa3wdbKWjSMQ6NiEh7HHwwQdcvzJlbFOfvCQksBffqlVAWhqv69GDn7EGpS4jrUMH1M3ORqSrKzyCguDdpo1tK1yEyMkBRo9mz4aGDYG9e9lhWkZGRiY/tm5lua/69fkdc+OG5Anl76+teVuliqYGXb16+o996BB71U2YoFvTsCCePweWLWPHmZQUXmeKtpuMjIx1IOL+syHPe1SU1NYcPw48epR/eXd3oEsXyROzbVuTUilYhAcPNL/L48e8vl49YN487p9ZMlLl2jWOrKpaNf9y4bt34+nMmXgxKgpOADIABAHY9lI4Np1ogEqV2FPaYXRhnzwBvL35/0ePgGrVIAhAo0bsrb1mTcHXxFGxqGfl2bNnqW7duqRQKFSLk5OT6m9Royh7VoqE7dih0oZ4DlDI/Pm2rpImNnS7skedytRUogkTpAmmQYNMyAIpCERTp7Juk6MyZ06B2dM2bJDkLE+etGLd7ITnz4m+/FLS4und27ZalmfPss5NUJDt6pCXpCTWohKTxIre1P/9x49J7PXrdCf3AkY5O9NDSwsLFVNycogCAtgTWkZGRqawZGcTnTvHmXT79mUvxrweRHXqEL3zDme2VZdBVyqJXniByyxZYtx5k5M5w3DZstJ52rZlvUMzSKnLyMhYiT17DMuULQis3SiONzZvZg1dcTlxwnE08gWBv/Px49bJWD91Kl83X1/D97lz6BBdUHP9jISC3qmykwCiVq1MGBPbisxMHocvW6Za5ecnRQXYe+6BwmBRz8qmTZuiSZMmmD17NqpUqQJFnpRVtWvXNs60aucUdc9KkbgbNxDdqRNaJCdDCSBw8GD02LcPClu47AkCEBhoP+6MNkYQWCtFnPWKjub1z57xzB4Ra7qNGcOz+GXLGnDQjRuBd9/lab1ff2VxFkdCEFgI6PZtTk03dKhWkcuX2YMhMxNYtAiYPdvqtbQbjh/nS/TWW5wF3VqZQ4ODgTt3NG8vIvvIXJqezt6n338vaR+2aAHMn8+aYAoFt4vx7dqhUUYGop2ckH38OGr17GnTesvIyMjIaBMezsE2+t4vmZmccFX0HgoOlrQuRerX5+y4iYmsL+nkBDRrxl4/PXqwR1SHDtoeUU+fsg7diRPsGS5qUTZtyu+UYcPs470nIyNjGNu3c9+1XDnuE/brx1qNlSppl714kfUdN2/moL+jR61eXYfljz/4Ovv48JDO0HaSBAFnp05F3XXrIDofHlIMxP9oLap0qIOjRwFHNNu8+y4P0SdO5L9FFYt6VpYsWZJu375tgg3VMSnqnpWPH7NXUXY2UUZiIp1s2FA1UxHo40Npz55Zv1I//8x1GD/e6qcWBKKRI1nHIyfH6qdXER9P9OOPRK+9RlS+vGEZCwGeyV+wwADvpIwM/qLijosX25dwoCGkpRH99pvOH+r5c6L69SXPU4fNEmdGwsKsd0/n5BDNn88zzB4erBVmL8TEEK1ezXqZ4u3fsCFnZlS/T6ICA+muqysRQE+cnOju4cO2q7SMjIyMjF4mT+ZkqnPmEBnaXU9OJvr3X6JPPiFq04b3N6Sf5enJOsbff8862C1bapfx8WFvTVv2I2VkZEznyRPWfFd/rtWzYKsPmV57TSqzfLnt6uyIpKRwmwqYlhE96ZtvyA+cMZwASoYnfYA11K1LjsN5smdkSB75RuelcDAs6ln56quvYsKECXjttddMN6c6EEXZs1IQgF69ONtZr16cjaxSRQEnX38dXffuhTOAcA8PuOzdi3oDB1qnUk+esMfc8+fA8uWcIcsKEPGs/I4drM9RogTP8FSvbpXTaxASAowYwRoiIqVK8az+Sy/xTL36zFNKCrBuHWuM3LzJ6ypVAubO5YzLerVXBAH45BNgxQr+PH06X/MiIIB55gwwcCB7mV66BJQvb+sa2RfZ2cCHHwIzZ7I2irlISwN27+YZ5vPned2bb7I3p0Eevxbg+XNOsCd609y4IW2rXRvw9WVdU/WM6XcOHoTnsGGoKgh46OyMnH//RZ2+fa1edxkZGRmZglmwAPjyS/6/XDlg1ix+x3l5GX6M+HjuL1y+zF0jFxfgt9+4/3DvnhTd8uyZ7v2bNeM+Wp8+wIAB9qNHJyMjYxqZmcCpU8CRI7xcvSpti4iQNG/Xrwf+/ps1KadNM03jtjgzbhzrD7u5AR4erI/59KmBw9HsbKBFC9wJC0OqmxtaZmUBAPzRA2vbrMFvp5vBw8Oy9TeJ0FB2nXzlFX5xgAMFhw9nzc3794vEcFwvFvWsXL9+PdWsWZN8fX1p9+7ddODAAY2lqFHUPSt37pRmNKpXl2Y1Li5dSrG508xJAJ3+8EPrVOitt7gyrVtbPB3W8+dEGzfyKdW9rACiuXMtemqdCALR+vWSvmC9euydduaMYbohOTlEv/8ueRQCnDl80iTOrBsdrWfHZcukHd580zoiJYUhPt4gV8nbt4kuXrRCfWxMaur/27vzsCir9g/g3xmWYZMdBBQV1FTcFddKcc0tLcu0fFPLNN80M18tzUytXvU1WzTTtNTU/LnkVrmUK4j7iqkgoqCggIgL+z7n98eRgQEGGARmgO/nuubSmTnPM2f0cHjmnvucW255MnOmEJ07C+HlVfjWsKEQL70kMwqvXhVixgz53+3sLPfWedrsj7g4WSHR1jZvKNWqJRNfKzthNyVF7jf58cdCdOggKwQWzHpp3VqIZcvkt5gFXVmzRjx4MveFqVQi+uzZyn0DRESkF7VaZsfnz4RydpaLRvTNrhk4UB4/fnzh53JyhAgKktlTQ4fK66tNm2TGPhFVb9HRshL82LFCXLpk6N5UHydPypVYuXN3/hIoOTlyBWhUVDEn2LdPiPfeEzkxMcL/lVdEMuSFfwosxYLan4rUJCMsQLFokXyzAwZoHsrN0J0+3YD9qiT6xNf0DlbmL6xT8MYCO1VTcHDeBZ6ZmQxoqNVCxF68KC7k2yE8oFkzkfboUcV1ZP/+vFmqggIE+Tc4jorSDmCoVEL06CE3U6/seF1qqnbRnCFDZDC1LH79VffypebNhXj/fSEOHiwQRNq0Sf7nm5rK3xrGbPBgOWADAgzdE4OJipK/vP388oLb+txcXbW3F2jZUog9e/QLLOZvm5ycF6j08pJbEeQvVlDRwsKEmDdPiG7d5DAu+H6feUaIf/9biN9+E+L+fd3nOb9okUh6ctBla2vx4Pr1ynsTRET0VLKz5TVQ48Z58/+YMaU//p9/8pZ7cvonIqocjx4JER4ur+dDQvIenzZNzslt2pS+AOPtI0fEaZu6ml8CJ01biBMbAoxrt7PevWX/liwRQsjP/CqVfCgoyMB9qwQVugy8pqnOy8DzS0qSm7n+9pu8P3KkTGu3MMtEYO/e6BYYCCWAa5aWsPj99/JfEpmWBrRsKfPqJ08Gliwpt1MHB8ulqdu2AV5ewO+/5z03YoTckL1nT6BLFxgkVTw8HHjlFbn0SKkE/vtfWQymrOnfWVlySdQXX8hZukULuRwpKEjez/X887Jdt25PHtizR/4/vPrqU76jCnTzpvwPEwK4dk1rDbNaLcftmDHACy8YrosVbd8++T4fPcp7rE4dufF/z57yn6TgBtXp6XJp/OHDcklLenrecwpF3rjo3l0WI+rUSffrh4bKwjQXL8rl1bmvtXatXFbt51d5SxciI4HPP5ebmufk5D1et6789+jVS25xUbduyec6PnEifJcvhwrABQcHNL5yBbU8PCqq60REVEGys4FffwW++grYvVte+wEoscBbcDAwY4ZcxrllS+X0lYiIinbrlvxMEhcHDB4sC5iZmBRzgFoN7N0Ldb9++K3PBxjgvx61kIwk2GCm9VdIeXU8evVWomdPwGCX+Kmpcn+RjAy5HLxpUyQmAqtXA2fOyKJD1b0gW4UuA69pakJmZS61Wq4Izk3FbtJEiB075OPn5s/XLAtPAYT/K6+InPJcpj1zZt5a9Kf8t1ar5bfjn30mhI+PdoaVjY0QaWlPd+6wMLlce/hw2V0Hh8I3d3e5ROiHH+Q3RPm/zcl/jtdek8tlASFcXGTGY3nZty9vw/itW4WIjxdi2zYhxo2TRU9y/0369hXizJkiTnD7tv7rpyralCmy0/36FXrqm2/y/o8NUReqouXkCDFnTt7/abt2QixfLkRoqH4ZkWlpQhw5IsSnn8rxm3/jcEAuQxBCnnP/fiFefFG+lpOTHNv5f56OH8877/37cpxNmCB/7vz85PL0ivgmMyZGZgjnzyp94QUhfvxRZsPo85r3g4PFibr5voH18BDpNWC+JyKq7gr+Lnj7bSEmTtS+RlCr5e+U/NN+Be9CREREpXTiRF7W4X/+U0zDnBz54RuQH7KFEDu/OysCTdprrvG3YJiwx0MBCNGnj9w6qtLt2yf74+lZ9YrblhNmVpajGpFZmZUF3L+v+YohMBB47TUgNlY+7esrM/BaOp5D7At90e5JSleQnR0cd+1CPT+/p+/D/v0ytXPpUuDll5/qVCNHym8lcpmZAX37yoTBwYP1L7YiBPDnn3Lj28OHtQvflJaHh8x6MzUt+hydO8us1tJkgOlj1ixg/nzAzg64dElmvgHA3bsyg/Onn2QGAgAMGSKzMVu2hOxgt27ygN279dulvqIkJcl/oMREmV7Yr5/mqZAQoG1b+SXVypXA+PEG7GcFePhQjuu//pL3J0wAvvsOUKme7rzp6bI40/z5cgoAZOJqx47AkSOyaJMulpYyi7JhQzlnXLpUdDs/PznWunYt/FxioizwFRKinfVbnLt35bhNS5P3e/aU81OXLqU7Pr+T06ej0ddfw0UIZAM49vzzeG7/fpga5W7cRERUVtev5y3GcHaW1wy3b8vLnfR0YN06WeiBiIiMy6ZNwBtvyL+vWgWMG6ej4X//C3z6qfzAffAg0L07cjIz4T/gJXQ79BfMIBCF2hiFTfBHD4waJVdnVWom49Spsrjt2LGyyE4NxMzKclTtMysvXZJpUJ07axUtefRIZl7lFt8BhHj+eSH8j+SIgNdf1+zrlgQI/+HDyyfLsgxfb2RlCbFzp3YC4Lffym9ghgwRYsOGsu/9qFbLLz/at9fOJjMzk3vjzZ0rt028dq3w7dgxuW9fjx553wbpOsfRo09f4ESXzEwhOnXK+/8r+AVOeLjczym3CIlCIWvshG4NytuEsHNnOSAM7fvv8zYgzDdWs7KE8PXNS7isbl9SnT8vRIMG8v1ZWMjNvctbUpIQ8+cLkW+LWgHIzEV3d7n/V9OmcouVfv2097vMf2vRQojJk2VG9gcfaGc+9u8vxKlTQhw6JMSsWXJY5d9QW99b587yXGURf+2aOO7pqTlZqIWFCP7113L9NyUiIuNy+LDcu7vg7xOlUojFiw3dOyIi0mXuXDlfm5oWsxJRrZZLHwG5JCw8XPPU1V9+EeFPNrbPAcQCfCzMkJGbhFl5cn8JbdkihJCrHtesKXu8oipiZmU5qvaZlXfvAk2bAsnJRaak3b8PLFwI/PCDzFoDAB8foH/TS3jt7yHomHIbgNzjzXnHDv2zLJOSypS1d++e/DJi5UogKkr7W5bERPkNScHT5uTIfRsPHZLZjadOAZ6eMjOrVy+5X5+dnWwbECC/mDl2TN63sZHn79cPePZZwNq69H1NS5P7BR45IrfS8PPT/xxPIzwcGDgQWLZMvs+iXLsGzJkDbN0q75uYAKMH3sdn/r1QP/Ey0K6dzH51cqqcThekVstxGhYm38jEiZqnvvwSmD0bsLcHrlyR+zdWZdnZwPnzcoweOiQzD7OyZAbj9u1A69YV99qPH8usxcREuddjly4yg7IgtVpmUuZmCXfpItvXrq3dLipKZuuuWaO9p2R+DRvK/WjMzUvXR1NT4KWXgAED9P8mVKjVOPnhh2j8/fd52ZTPPosue/dCVR3ndyIi0pKVJfc9S00FGjSQt7p15SocIiIyTkIA//qXnL83bCimxEJqqlwdeP68LNxw4oQmKJAcG4sLfn7oFhoKADiH9hhjugG/nGwGX9/Cp0pLAz74QK6wXLgQGD36Kd9EUpL8PBsTA8THA46OaNtWxidWrJAr52oCfeJrDFaWoNoHKwG5nvTDDwEHB1k9w8WlUJOilg0roMZE/ICF+AjWSEcqlDjZtz+67dwKMyurkl/3xAkZRVu8WKZC5yOEXBp65Ih87YwMGbSJjwcePJA/67ksLWWxmPbti34ZIeTb8vfXLkpSkFIpl7xbWspgJSAL7kycCHz8cZH/LFWGWl26oidBQTLwt3u3vG9mqsa/TDbDLeMW4OIKvP66Jsratq38RVEpqfOHD8tIq62tHBA2Npr+duiQt5n+yJGV0Jd81GoZID1yRAbQn4YQwNWrcuwlJmo/N3iwXKJmb/90r2EoN24A8+bJ7Rlq184rBtSzZ97WBBUt0t8f94YNQ4f4eNknlQqZK1fC56mvPIiIiIiIqCKlp8sEmzZtSmh45478gBgbK/c527FD64PwqY8+wjOLF8NRCKTACp9aL8SntybCyTmvTf4CuLnefVfWANZ3G66TJ4Hjx+Vn565dBCxjwoGGDREcDDRvLhMxYmMNlxNU2co9WJlY8JNzMapbQK9GBCuzs+UPdFCQLKW8dq3Opg8eyMDM4cPyFhoKNMQNrMS76IXDAIB/lI2xe/C36PafgWjRQkeQLDVVpheG3wRefwP48UfEx8uAYm7mY+6emeXJ1lZmNvbsCTz3HBARkfd616/ntTMzk5mUs2ZVbLWwB6GhCFu9Gtl6/Iwpzc1hamcHMwcHmDs4QOXkBEsXFzg1awaLUkSzbt6U+3Y6OOhuc+qUzCw9dKj4c73xhsxqrfAsUSHkwIuMlGP0idmzZWbl0KGy2ntZAqdqtfyzNMFcIeS/X27W45EjeXs9lid7e5mpmBvQa9aselSGy8yUP1uV+V4yk5Nx4pVX0Gn/flgCyABw0s8PXX7/ndmURERERETVzalT8kO/QgGcPg20aqX1dMy5c4ju3R/tE2QSw16VHzpc/BEuzZpg927gzTflijMXF2DYMJn5KIQMmWzbBtSrV3IXLlyQn1X37s17TKWS+/j36iVjD+vXy5WbW7ZoH2tqCpQm96sqKvdgpVKphKKET5dCCCgUCuToWutXRdWIYCUgf6C7dpU/hUePylTFUrhz50nw8pAa1ttWYV7KLDjhIXKgxPd4H7PxBZJRtuIs5uYyoNiypZxnzp6VWY+OjvKmTw2M2rVl0KddO/nDr+u9HD4s/3zjDbk0qLzlZGYiZMMGxG/YAOdz5+CTkoJSxMhK7b5CgXgLCyTa2iLdxQWiXj04DhqEpm++CXMbG+zaJSffvn2BzZtLXvZ05AiwZw+Q8+ARsG27/E8ZNgzJOZZYu1Yu7W3RQi5PfuaZcnwjeti2TWb7u7qWrr1aDfzzT16Q+uhROb66dcvL+GvZMi94efduXnC+qOJIVlby2CZNnj4IV6eOfP3WreVSfCo7oVbj0tKlsJ4xA42f7GFxwcEBDps2weuFFwzcOyIiIiIiKgt/f7k0e/v2YpJmtm6Ve77pqMKpzs7Gnz3/hf6BO2COLMQobPFLj2X45PCbALQL4P71l1zB9/ChzIDctAno06folw0OBj77TPYNkJ/pevcWuHwZiI4u3YfFAQPkZ/DqqNyDlQG5a2JLoXv37qVuWxXUmGAlIHObV62S+cgXL+q9gY8QwIW/QxH3rzHo/+AUAOAuPPAlPsVqjEUWit+UztRUViHOXe07fbrc1uH8+ar/zcLtQ4dwe9IkNA8NhVOBH7kwlQoJT5Y1l4ZJTg7Ms7Kgys6GRXY2LNVq2AiB4jLS0wBcs7dHlHcbfHdxCE6KUeja0xFbt+qRch4RIf8jnmxMmL9qvK2trKb2lIXciyZEqaOADx7IX14nTuRVi84vLk4+/+BB8edxdpa/165fl9nD+ZmZyedy9zrt2LH0+y1SxUuIjETQRx/B7fff0SQ9HQAQr1Dg2vjxeHb5cihKk0JLRERERERGJzNTJsncvi3jBYsWlfLArKwi4xs/vrsH3VdNQzNcAwAswnREjZ+Hr7+31PqMd+uW3ALt/Hn50fSNN+Rn4Pzu3QN27ZLJMblt5s4FGiWch3ihH673+jcO+32ObdtkEowuDFZK3LOyBDUqWPnwoUwPa9lSpt2VNlWtCOcXLIDLZ5+h3pMNLqNMTHFz5Gh0+HgmTAcOBG5FAG+PBZYv1xxjYiIDlsnJMlvv9m1g0iTg+++f+p0ZzM3duxH7/vvofOsWchPlEgAE16mD7N690WjSJLgXtaOvnoRajccREYg7fx6JwcFICwuD+vZtWEREoGFMDFwK/JinAtgPNxy26Y/h6/+DZ19urv+L7tqFmHqdMHyKOwID5UMffQS8917pMwydnEpYQp6WJtMMX3xRzvRPNkgOC5PHmpvLoGlulmRQkIxtlsTGJi+TskcP+Vj+TMuUlLy2SqXcDzV3SfZzz1X94Hl1I9RqhGzYgAfz56Pd9evIHVJpAM76+KDFrl1wbNzYkF0kIiIiIqJysHu3/HhoYgKcO1eKfSwvXpSRxl9/LTLT8t03E9H2148wASsBAMFWVrDcsaPQaqz0dOD992Wh3+IMHQp8/rnMAQMALFgAfPKJ3ENz1y58+qmsB/LSSzLsUpBSWX0Lv1V4sDIwMBArV65EeHg4fvvtN9SpUwcbNmyAl5cXnnvuuTJ33BjVqGAlILPnGjQol03lMhITcWrsWDTdsQO1n2wMGAEgGkBnT0+YXL1aZCXwyZNlgLJ+fVm8RI+kQ6MRunUrHk6dik5372qWeZ9xdYXZRx+hxb//XboCROVEqNW4uXs3ojdvhunx4/C+cwduuRs1AlADuGhZC0l+z6HhjBnw7Nat5JOuXQu8/TbQujWyDgfi4y9r4dtv9e+bqamsBJ0bCOzSpcCmxevXy9Jr9eoB4eHIyDbByZNy28qoKDlMC+480by53KKkqIJIVlYy2Ojrq/sXQFaW3HLg9GnA21tWiTeGwjbpjx/jYWgoEsLCkHLrFjLj4vQ6XqFSwcTCAkoLC5haW8PE0hJmtrawqVcP9g0bwtrVtcpkHQq1GuF79+Lu5s0wOX4c9aOiUDffQLihUuHuwIFovXgx7L28DNhTIiIiIiIqb8OGye3AOnaUq+qK3ULr9ddlVNDJSVa8KZDEkJkpC4G6npiHzj/Pg6MQSAZw8a238NzPPxf6jLR7t8ywLMjEBOjfv4jCv35+sorqDz8A772Ht96SxVM3bKj8ArGGVqHByu3bt+PNN9/EyJEjsWHDBgQHB8Pb2xvLly/H7t27sTf/DqLVQI0LVua3aZNcN+vhAbi7yz9r15alih89Anx88tp++qkMcvbqBRQIDqTGx+PMW2+hxZ49cH4y3O4pFAj18YHN6NFo9f77MH2yAWVgoMx4A4D9+3XvBWGsgtetQ9KMGeiUrzrQKXd32H31FZoZyUwk1GqEbtmCqB9WwfnkabRVa6+XDrKzQ9JLL6H1l1/Ctm7dok9y65aMMsbFyRn5jz+wdYcppk4teYm1ph9CVnnPz8JC1l3SJPXu3w88iAdatUacS3McPy6/0crPyytvr8kePQA3t9K9vrFLe/gQZ8aPh8fu3aidkYGKnn0yADxUKpFkbo4UCwukW1sjq1YtqB0cACcnmNauDaW1NZQqlbxZWMjgp7l5xVTMEQKZjx4hIzoa2bGxQHw8lA8fQvXwIbzj4gplC6cDON+gAWpNn46WEyZUmcArERERERHpJzpaFiFNTJSJTpMmFdM4JUUGDM+dAxo2lNFNHatIY86dQ2yfPmj7+DEA4ISnJ5odOQKHhg3L1tGkJBkkzcqSywMbNQIgl4zb2FRCoVojU6HByrZt2+LDDz/EqFGjUKtWLVy6dAne3t4ICgpCv379EFsRJZwNqEYHK3O/AShK3boytS3Xc88Bx4/Lv+dGj3r0AA4eBCZMADp2RFJ0NM6/+SZaHzkCh3zD7oFCgeDGjaF8+TV8/OsLOHm3I94aa15ierUx+Wf5cmR+9hl8n0Tq1ABO1asHl+++Q+MK2cixfGRnAzP/dRoOx75Fv9T9aPPokSYTNA3Ahfr1oXrnHbSbMQPKgpWJzp6VaYdpafL/ePlyvYNWERHaxWtKM32oVDLI+eyz8tuo6pY4lxofjzPvvINmf/6pyUjOlQUgXqlEork50lQqCD3+vZVqNUxycmCWkwNTtRqmajVUajUc1Opi9zs1Vrn7sCa0agXbgQPxzKhRsKkukWoiIiIiIirWihVyC7JatYCQEFmsVKd79+QyvogImfq4Z4+mFkNBOZmZCBw8GM/+/TfMAMQplQifNg2d//c//TuZu2bd2xu4eVP/46uZCg1WWllZITg4GA0aNNAKVoaHh8PHxwfpBdOeysmCBQuwY8cOXLt2DZaWlujatSv+97//oUmTJjqP8ff3R4/cDenyCQkJQdOmTUv1ujU6WLlwodwEMDo675aWJjdR8PQEwsPzSiavXQusXi3Xzj7Zp1LD1xc4c0YTyMpMTsalb75B+saN8AkLK1RwJgPAHXNzPLC3R1qdOoC3NyyeeQZ2LVvC1dcXDg0bGkXWVOKdO7j+yy8w+fprzTcv2QBONWwIj++/h3f//gbtnz6ys+WS7JizZxH8yWw0CDiChlmZmudvm5oiYuBAtF2yBHb16+cduGuX3JRDCLm78fTpZe6DEPKXzPHjQGoqZKr+qZNA23bA6NGwspJZk4MHy6F09ar8Nq26SI6NxbmxY9F83z5N1uAdExOEv/YaPEePhmPTprD19Cz3sS/UaqTExeHxzZtIunULqVFRyLh7F1mxsRDx8VA8fAjThASYp6TANDsbJjk5MvD5JOBpUoHbHmeYmCDV0hIZNjbIsrODcHKCwsUFjr16ocnIkTCvintEEBERERHRU1OrZc7UyZOyTvC4cSUccP060LWrXApYrx7wxx+yPoIOwevWQTV+PBpmys/FJzw90XjfPrg016Pew6RJcvn3hAnAihVITCxcmKcmqdBgZcOGDbFy5Ur07t1bK1i5fv16LFy4EMHBwU/VeV369euHESNGoEOHDsjOzsasWbNw+fJlBAcHw1pH7mxusDI0NFTrH8LFxQUmxW5qkKdGBysLEkKmMVtZychWUZKSgGPHZLWSI0cAOztg/nygc+cim2enp+PyDz8g8ZdfUCf0OjyzMkvM8koBEGtujmQLC6RbWSHL2ho5trYQ9vZQODhAYWEBpaVl3q08lqoKgfRbt5B96RKsb9+Gx8OHqJNvj7xMAKeaNkWDFStQz8+v7K9jYELIqmWBR9X4+d+/wnLrYrS+cgX2T6aJZAAXmjeHx/z5aDR4sDxoyRJgyhT5961b5QYiT+vxY/nVWGqqrHjz/PMAgLfeyqs6vmPH07+MMVBnZ+PEv/+NJqtXa4KUkaamuD1yJDotW8aAHBERERERURGuXpU7h334YSkPuH5dZjpevy4/+G7cWGzzjMREnBwwAM8dPw5TyFWhoRMnosuSJSUnkSQlyaDo48fA7t245zsQnp4ywLpvX4FaDTVEhQYrFy1ahHXr1mHNmjXo06cP9u7di9u3b+PDDz/EZ599hknFbhZQfu7fvw9XV1cEBASgm46CILnBykePHsG+jBUyGKysXNkZmYg9dxZxJ04gOSgI6tBQqGJjYfv4MVzS0uBaYFmsocUolbjeogUar1oFj06dDN2dpxYfL+OC167J/TM2bQJ6dorD+alT4b5tGxrn22TynJMTzD//HK3eey+vKtInn8jSZk9r6VLggw9kWfh//gEUCkRFyez57GyZwNux49O/jKFd27QJme++i1ZJSQBkBmvUmDHotGRJpRZhIiIiIiIiquoyM2Uh1WLzlB49Aj77TFbpLmViyLVNm6B4+200ebKS+LSbG+rv2QO3du10H5SSAixbJiOThw7hpzUmGD8e6NBBLjytiSq8GvisWbPw7bffapZ8q1QqTJs2DV988UXZelwGN27cQOPGjXH58mW0aNGiyDa5wcoGDRogPT0dPj4++PTTT4tcGp4rIyMDGfkCMomJifD09KzWwcqICCAyUm4/WNmEkIEnHYmXhaQ/fox758/jYVAQ0u/eRVZcHNQPHgAPH0KZmAjTlBSYZGVBmZMDk+xsuWxVrYayHIKc6SoVEj09oWjZEvbPPot6/ftXy0rDjx8Dr74qk2MVCuDrr58kTgo1gr77DhmLF6NDTAxyc5MvODjA5LPP0LpRI2DQoPLpxI0bcg/MNm2AUaMAyMDpqFGyANOhQ+XzMobyOCIClwYPxnNXrsAEMmP1XP/+6Lp1KzMpiYiIiIiI9JSQAAwZIjMXv/xSjwOFAH78ERgzBrC01NksKzUVx198EV0PH4Y5gAQA/+ioGF6UgQOBvXtlbs8nn+jRv2qkwoOVAJCamorg4GCo1Wr4+PjAphI/YAshMGTIEDx69AiBgYE624WGhuLo0aNo3749MjIysGHDBvz444/w9/fXmY05d+5czJs3r9Dj1TVYef68rKJsbi4T2NzdK/f1f/5Z7i0xebJcTUzGIStLbq+xapW8/+67MnHSzEzejzp6FBHvvovO167B/MkxF+3toZgzB22mTJEVcFJTAQeHcu1XVJTMps9fiL4qSX/8GKfHj0fzbdvg/GTqPeHpCa/t2+HeoYOBe0dERERERFQ1/fYb8Npr8u/ffpu3U1mJFi4EZs6UiTJbtwKNGxfbPGznTmS++Saap6QAkCsO3X7/HXWffVbnMUlJgLOzzPy8erXqfp59WpUSrDSkiRMnYs+ePTh27Bjq1q2r17EvvvgiFAoF/vjjjyKfr2mZlRkZMqsxKAjo21dmKFdW7ZrLl+VS3vR0OT98/HHlvC6VjhBykp82Tf59+HBZ8ya/O8ePI3z8eHQODtYELc/b28PGzQ1NnJ2BAwcAC4tK77uxSXv4EGfGjcMzu3bB/UmW7w2VCknz56Pt1KkG7h0REREREVHVN38+MGuW/Pv69cCbb5biIH9/GeW8f18uC1+1Cnj99WIPyU5Px7FXXkHnvXthASAJwMURI/Dchg1QmpgAb78tUylffhkwMdEEUhs3BkJDn66cRlVWocHKHj16QFHMv+zhw4f1OZ3e3n//fezatQtHjx6FVxmW4P73v//Fr7/+ipCQkFK1rwl7VoaEAO3ayaChXt9APIXkZFkkPDQU6N8f2L278oKkpJ8//pAZ8bt2ySXYRYk+fRph77yDzleuQAVADeA4gMZ9+8KttBHw1FRgyxZg+3Zg6lSZ8gv5LVREBNCqVfm8n8qUGh+PM2PHwmf3bs1+q9EmJgh79VV0XbOG+1ISERERERGVEyHkR8nvvgNMTGSi5NChpTgwOloW3AkIkPffeUfWUShmWTgAhO/bh+ThwzU1CMLNzRHZti1anD4NZ2trud+eoyPeeENua/bRR8D//vd077Eq0ye+pnd4qE2bNmjdurXm5uPjg8zMTFy4cAEtW7Ysc6dLIoTApEmTsGPHDhw+fLhMgUoAuHjxItwre62zkWvWDPjmG/n3jz+Wy8ErkhDAe+/JQKWHB7BuHQOVxmzwYODWLe1AZXKydhuPTp3Q/fJlxAUE4ISnJ5QAngdQa/9++Ht5ISUuruiT37sn9wIYPBhwcpLfQO3ZA+TbimH5cqB1az0qvBmYUKsR8uuvCGjXDimurvD74w+4qtW4Y2KCoyNHwunhQ3TfvJmBSiIiIiIionKUW3Nh1CggJ0dmM27bVooDPTyAgwdl4R2FQn5G7dhRVp7NlZkpPwg/egQ8SUTx7t8fLR4+RMArryAJgHdmJvxOn4YtgJMAzq9cifTUbOzZI0/x0kvl+36rs3JbBj537lwkJydj8eLF5XG6Qt577z383//9H37//Xc0adJE87idnR0sn0S7Z86cibt372L9+vUAgO+++w4NGjRA8+bNkZmZiV9//RULFy7E9u3bMbRU4fWakVkJyADikCHAn38CzZsDZ8+W+CVCma1dK2NSSiVw5IjubD0yTlevAj16yCzckSOLbnN51Spg8mS0fLKlQqxCgdAXXkDHjRth6egoGz37LHDypBx8uRo0kIHLWbMAV1ekpgJeXkBcnAxqP6m1Y5Qi/f0R/uWXqBcYCO/MzLzHTU1xe+RIdFq2jMVziIiIiIiIKlh2tlwduHGjrMsRFgZYW5fy4EOH5AfdBw+AY8eATp3k476+sugHAHh7y7TN9u01hyXeuYOg8ePhtG8fmuc73X2FAklKU+SoAaWZAmqFAkKhgEIIKPPdTJ7cbjZogOdu3iyPfwajo098zbS8XvRf//oXOnbsWGHByhUrVgAA/Pz8tB5fu3YtxowZAwCIiYlBZGSk5rnMzExMmzYNd+/ehaWlJZo3b449e/ZgwIABFdLHqkyhAFavBlq2lMGo776Te8yWN7UayC0a/8UXDFRWRStXyu08/vUv+cXSu+8WbtNy/HiId97ByWefRZ1Tp1BPCLj99Rfuubjg9KBB6PDTT7DOyJCByg4dZIByyBCgRQutDTx+/lkGKr28Stw2pFIJtRrRp0/j9qZNyAoIgGtYGJqlpaHek+fTAFz09ITp6NFoO3Mm6jGLkoiIiIiIqFKYmspkFycnYOxYPQKVANCrlyzqcfx4XqAy96S5wsNl8s2qVZqMGtu6ddHtSYHZ0K5dEZuUhDaXL8NFCLjkZMnj8nJadLrzZEl5TVdumZUbNmzAxx9/jOjo6PI4ndGoKZmVuf7+G9i/X25Mq1KVzzlzR1huDOqnn4CdO7lPZVWlVssl2UuXyvvLlgETJ+poLAQyRo/G6Q0b4A0gtxzWfYUCV7t0Qfvvv0etdu2KPDQjA2jUCLhzB/jxx6KDopVBnZ2NuydOIObAAaSeOQPV1atoEBOjKZSjaQfgoqMj0oYORas5c2CrZ/EvIiIiIiIiqjjx8bIqd5mkpMigRlqaTNvcvVs+/v77cu15dDTQsKFcf37hAtC2LVLj4xHx559QZ2ZCnZUFkZMjb9nZgEIBpZkZlObmUJiawkSlgsLUFNZ16qBegSS96qJCC+wUXD4thEBMTAzOnTuH2bNnY86cOfr32IjVtGBlQVOmAIcPyy0c6tQB3NxkHZR79+TP6M6deW2//17uQ9mxo0yWa9JELiefPh2YMEHuVwvIlGy1GjA3L/IlqQoQQu5v+tVX8n6xhZmEADIykJmdjdOTJqHexo2on50NAEgAENSmDTznz4d3//5ah/30EzB+vBx74eHlFzzXRajViA8ORtTevUg6eRLK4GA43L2L+ikpqFVE+2wA162scL9xY5h164aGb7+N2m3aVGwniYiIiIiISG9HjwKDBsm4xejRT3kytRr4/HNZa0GhkCfftg1YskRmZh48CECuWj10SO5VWa9e8aesCSo0WPnWW29p3VcqlXBxcUHPnj3Rt29f/Xtr5Gp6sLJvX+DAAd3PZ2YCZmby788/L7d0yGVjk1eIpVkz+YNaTCF5qmKEkFtLLlgg7y9aJAPTJclOT8epyZNR55df4JWVpXn8goMDMt95B76ffw6YWqBJExmkrIgK9QmRkYjctw+PAgMh/vkHtlFR8ExIgLOO6TADwC0LC8S7uSGraVM4DBiAxq+/Dqsyfy1HREREREREleXDD+V2d4BMpvr6a+Cpd+v6/Xfg5k1Zgnz3buDLL2UQ80lsbMYMWf37tdeALVue8rWqgQoJVoaHh8PLywuKGhZtqunByrAwICICuHtXZjXHxMj9HmrXlrdhw/IyJHfskMHKs2dl1nNqqgxOjh4t96fkqtjqRwhg7lw5H3fvLr9AMi3lTrjq7Gxc+N//kLNsGXxjY2Hy5PEYpRLX3OvhRFwDhJv4YOJ3HdGwnx/s6tfXq2+Jd+4g5sQJPL54EenXrgEREbCKjob7w4eom5NTdJ8A3DYzwz1nZ6Q3bgxV+/Zw7dkT9Xr2ZPVuIiIiIiKiKkqtlsk2CxfK+z4+wKZNQKtW5fgi+fbAe/BAbmv2+LGsxTNsWDm+ThVVIcFKExMTxMTEwNXVFQAwfPhwLF26FLVr1376Hhuxmh6sLKvsbCAkBLC1BfSMMVEV9MsvwKuvymzasrhz/DhuTJ+O5qdOwUXHlJQAQJ3vy5L8X5soChyjBIpcup1fjFKJO46OSGnQAKZt2sCpe3fU79eP2ZJERERERETV1IEDsiZObKzcamzRIrntZHnn5eVmcrZqJZO5TExKPKTaq5BgpVKpRGxsrCZYWatWLVy6dAne3t5P32MjxmAlkX6EALZvB15+Wf8JOSMxEZe++gqp587BJDwctrGxcEtORu0CxWxKK16hQJylJRIcHZHh7g5lo0awf+451OvfH/ZeXmU6JxEREREREVVd9+8Db7+dVyPn99+BwYPL7/w3bsjMzawsWcC4T5/yO3dVpk98rZQLNomISuerr2TxnZdfBv7v/wALi9Ifa17LFnGdvsCAedqV4pOio3H/0qVC7RX5GhX8u2OzZnD28ADzJImIiIiIiCiXiwvwxx/A8uVAYCDw4ovle/4ZM2Sgsl8/BirLqtTBSoVCUWi/ypq2fyURlczbW+5junMn8MIL8lsqe3vd7dPTgYAA4K+/ZAG1O3dkNflTp/IClrU8PFDLw6NS+k9ERERERETVm0IBTJwIvPde3hLwhw9l5e7PPgN69y7beY8flysNlUqZyENlU+pgpRACY8aMgUqlAgCkp6djwoQJsLa21mq3Y8eO8u0hEVUpr74KODsDQ4YAR4/Kwjt//QW4u2u3W7YM2LsX8PcH0tLyHjcxkSn5+TMriYiIiIiIiMpb/hy8BQtkpmWfPsDQoXI/y9q1ZZZkTo78nFsSb29g7FhZeLZFi4rrd3VX6j0r33rrrVKdcO3atU/VIWPDPSuJyiYoSKa937sHODoCzzwDnDyZ93zHjrJyPADUqSPb9u8P9OpVfCYmERERERERUXl79AiYOxf44QcZnMyvbl0gKirv/q1bQL16upNshCj/oj1VXYUU2KmpGKwkKrvwcKBvX+DmTcDMTGZQ5hbd+eEHIDVVBilbtOBETkRERERERIZ35QowZQpw6FDeY7VrywriAJCcLAvoeHoCK1fKz7MMTpaMwcpyxGAl0dNJTpYZla6uQMuWXN5NRERERERExi85WX5+NTOTy7pzg5FHjwIDBgApKfLxadMAa2u5cnDRIqBJE8P221gxWFmOGKwkIiIiIiIiIqJcUVHA5MnArl3aj69ZA5RyF8UaR5/4GnOciIiIiIiIiIiISsnTE9i5UwYr69aVj7VqBYwaZdBuVRsMVhIREREREREREelpyBAgJAT45Rfgr7/yajTQ0zE1dAeIiIiIiIiIiIiqIhsbYPRoQ/eiemFmJRERERERERERERkFBiuJiIiIiIiIiIjIKDBYSUREREREREREREaBwUoiIiIiIiIiIiIyCgxWEhERERERERERkVFgsJKIiIiIiIiIiIiMAoOVREREREREREREZBQYrCQiIiIiIiIiIiKjwGAlERERERERERERGQUGK4mIiIiIiIiIiMgoMFhJRERERERERERERqHKBSuXL18OLy8vWFhYoH379ggMDCy2fUBAANq3bw8LCwt4e3vjxx9/rKSeEhERERERERERkT6qVLByy5YtmDJlCmbNmoWLFy/i+eefR//+/REZGVlk+4iICAwYMADPP/88Ll68iE8++QSTJ0/G9u3bK7nnREREREREREREVBKFEEIYuhOl1alTJ7Rr1w4rVqzQPNasWTO89NJLWLBgQaH2H3/8Mf744w+EhIRoHpswYQIuXbqEkydPluo1ExMTYWdnh4SEBNja2j79mzAiQgCpqYbuBRERERERERERAYCVFaBQGLoX5U+f+JppJfXpqWVmZuL8+fOYMWOG1uN9+/bFiRMnijzm5MmT6Nu3r9ZjL7zwAlavXo2srCyYmZkVOiYjIwMZGRma+4mJieXQe+OUmgrY2Bi6F0REREREREREBADJyYC1taF7YVhVZhl4fHw8cnJyULt2ba3Ha9eujdjY2CKPiY2NLbJ9dnY24uPjizxmwYIFsLOz09w8PT3L5w0QERERERERERFRsapMZmUuRYFcWCFEocdKal/U47lmzpyJqVOnau4nJiZW24CllZWM2BMRERERERERkeFZWRm6B4ZXZYKVzs7OMDExKZRFGRcXVyh7Mpebm1uR7U1NTeHk5FTkMSqVCiqVqnw6beQUCqYWExERERERERGR8agyy8DNzc3Rvn17HDhwQOvxAwcOoGvXrkUe06VLl0Lt9+/fD19f3yL3qyQiIiIiIiIiIiLDqTLBSgCYOnUqfv75Z6xZswYhISH48MMPERkZiQkTJgCQS7hHjRqlaT9hwgTcvn0bU6dORUhICNasWYPVq1dj2rRphnoLREREREREREREpEOVWQYOAMOHD8eDBw/w+eefIyYmBi1atMDevXtRv359AEBMTAwiIyM17b28vLB37158+OGH+OGHH+Dh4YGlS5filVdeMdRbICIiIiIiIiIiIh0UIrfiDBUpMTERdnZ2SEhIgK2traG7Q0REREREREREVKXoE1+rUsvAiYiIiIiIiIiIqPpisJKIiIiIiIiIiIiMAoOVREREREREREREZBQYrCQiIiIiIiIiIiKjwGAlERERERERERERGQUGK4mIiIiIiIiIiMgoMFhJRERERERERERERoHBSiIiIiIiIiIiIjIKDFYSERERERERERGRUWCwkoiIiIiIiIiIiIwCg5VERERERERERERkFBisJCIiIiIiIiIiIqPAYCUREREREREREREZBQYriYiIiIiIiIiIyCgwWElERERERERERERGgcFKIiIiIiIiIiIiMgoMVhIREREREREREZFRYLCSiIiIiIiIiIiIjAKDlURERERERERERGQUGKwkIiIiIiIiIiIio2Bq6A6Q4aVkpuh8zkRpAgtTi1K1VSqUsDSzLFPb1KxUCCGKbKtQKGBlZlWmtmlZaVALtc5+WJtbl6ltenY6ctQ55dLWyswKCoUCAJCRnYFsdXa5tLU0s4RSIb+PyMzJRFZOVrm0tTC1gInSRO+2WTlZyMzJ1NlWZaqCqdJU77bZ6mxkZGfobGtuYg4zEzO92+aoc5Cena6zrZmJGcxNzPVuqxZqpGWllUtbU6UpVKYqAIAQAqlZqeXSVp+fe84RRbflHME5gnOE/m05R5StLecIiXOE/m05R0icI8rWlnOExDlC/7acI/IUNUfkf6wmY7CSYLPARudzAxoPwJ439mjuuy521TnxdK/fHf5j/DX3GyxpgPjU+CLb+nr44uy4s5r7Pj/44HbC7SLb+rj44Op7VzX3O/zUAcH3g4tsW9+uPm5NuaW53+2XbjgXfa7Its5Wzrg//b7mfv+N/RFwO6DItlZmVkj5JG+ye2XrK9gbtrfItgAg5uRNXm/ufBPbgrfpbJs8M1kzIb27+12su7ROZ9u4aXFwsXYBAEz9eyqWn1uus23EBxFoYN8AADDr0CwsPrlYZ9sr/76C5q7NAQDzA+djXsA8nW3PvHMGHep0AAAsObUEHx38SGfbI6OPwK+BHwBg1flVmLRvks62u1/fjYHPDAQAbLy8EW/9/pbOtltf3YphzYcBAHaG7MRr217T2XbtkLUY02YMAODvG39j0KZBOtsu678MEztOBAAERgaix7oeOtsu6r0I05+dDgC4EHMBHX/uqLPtnO5zMNdvLgAg5H4IWqxoobPttC7T8FXfrwAAkQmR8FripbPte77v4YeBPwAA4lPj4brYVWfb0a1H45eXfgEgf8EW93P/qs+r+G3Yb5r7nCMkzhGcIzhHSJwjJM4ReThHSJwjJM4REueIPJwjJM4REucISdcckf/nuybjMnAiIiIiIiIiIiIyCgqhK3+VAACJiYmws7NDQkICbG1tDd2dCsG0a/3bcmkGl2ZwaYb+bTlHlK0t5wiJc4T+bTlHSJwjytaWc4TEOUL/tpwj8nCO0L8t5wiJc4T+bavLHFGdl4HrE19jsLIENSFYSUREREREREREVFH0ia9ViWXgt27dwtixY+Hl5QVLS0s0bNgQc+bMQWam7m9DAGDMmDFQKBRat86dO1dSr4mIiIiIiIiIiEgfVaLAzrVr16BWq7Fy5Uo0atQIV65cwbhx45CSkoLFi3Vv5AsA/fr1w9q1azX3zc3NK7q7REREREREREREVAZVIljZr18/9OvXT3Pf29sboaGhWLFiRYnBSpVKBTc3t4ruIhERERERERERET2lKrEMvCgJCQlwdHQssZ2/vz9cXV3xzDPPYNy4cYiLiyu2fUZGBhITE7VuREREREREREREVPGqZLDy5s2b+P777zFhwoRi2/Xv3x8bN27E4cOH8fXXX+Ps2bPo2bMnMjJ0V+hasGAB7OzsNDdPT8/y7j4REREREREREREVwaDVwOfOnYt58+YV2+bs2bPw9fXV3I+Ojkb37t3RvXt3/Pzzz3q9XkxMDOrXr4/Nmzdj6NChRbbJyMjQCmYmJibC09OT1cCJiIiIiIiIiIjKQJ9q4Abds3LSpEkYMWJEsW0aNGig+Xt0dDR69OiBLl26YNWqVXq/nru7O+rXr4+wsDCdbVQqFVQqld7nJiIiIiIiIiIioqdj0GCls7MznJ2dS9X27t276NGjB9q3b4+1a9dCqdR/BfuDBw8QFRUFd3d3vY8lIiIiIiIiIiKiilUl9qyMjo6Gn58fPD09sXjxYty/fx+xsbGIjY3Vate0aVPs3LkTAJCcnIxp06bh5MmTuHXrFvz9/fHiiy/C2dkZL7/8siHeBhERERERERERERXDoJmVpbV//37cuHEDN27cQN26dbWey7/lZmhoKBISEgAAJiYmuHz5MtavX4/Hjx/D3d0dPXr0wJYtW1CrVq1K7T8RERERERERERGVzKAFdqqChIQE2NvbIyoqigV2iIiIiIiIiIiI9JRbwPrx48ews7Mrtm2VyKw0pKSkJACAp6engXtCRERERERERERUdSUlJZUYrGRmZQnUajWio6NRq1YtKBQKQ3en3OVGtpk5SvrguKGy4LghfXHMUFlw3JC+OGaoLDhuqCw4bkhf1WnMCCGQlJQEDw+PEotmM7OyBEqlstA+mdWRra1tlR/4VPk4bqgsOG5IXxwzVBYcN6QvjhkqC44bKguOG9JXdRkzJWVU5qoS1cCJiIiIiIiIiIio+mOwkoiIiIiIiIiIiIwCg5U1nEqlwpw5c6BSqQzdFapCOG6oLDhuSF8cM1QWHDekL44ZKguOGyoLjhvSV00dMyywQ0REREREREREREaBmZVERERERERERERkFBisJCIiIiIiIiIiIqPAYCUREREREREREREZBQYriYiIiIiIiIiIyCgwWFkNrVixAq1atYKtrS1sbW3RpUsX7Nu3T/O8EAJz586Fh4cHLC0t4efnh6tXr2qdIyMjA++//z6cnZ1hbW2NwYMH486dO5X9VqgSFTdusrKy8PHHH6Nly5awtraGh4cHRo0ahejoaK1z+Pn5QaFQaN1GjBhhiLdDlaCkuWbMmDGFxkPnzp21zsG5puYpadwUHDO5t6+++krThnNNzbZgwQIoFApMmTJF8xivbagkBccNr22oJEXNNby2oZIUNW54bUMFzZ07t9D/t5ubm+Z5XtcwWFkt1a1bFwsXLsS5c+dw7tw59OzZE0OGDNEM7kWLFuGbb77BsmXLcPbsWbi5uaFPnz5ISkrSnGPKlCnYuXMnNm/ejGPHjiE5ORmDBg1CTk6Ood4WVbDixk1qaiouXLiA2bNn48KFC9ixYweuX7+OwYMHFzrPuHHjEBMTo7mtXLnSAO+GKkNJcw0A9OvXT2s87N27V+scnGtqnpLGTf7xEhMTgzVr1kChUOCVV17ROg/nmprp7NmzWLVqFVq1aqX1OK9tqDhFjRte21BxdM01AK9tSDdd44bXNlSU5s2ba/1/X758WfMcr2sACKoRHBwcxM8//yzUarVwc3MTCxcu1DyXnp4u7OzsxI8//iiEEOLx48fCzMxMbN68WdPm7t27QqlUir/++qvS+06GkztuinLmzBkBQNy+fVvzWPfu3cUHH3xQSb0jY5R/zIwePVoMGTJEZ1vONZSruLlmyJAhomfPnlqPca6pmZKSkkTjxo3FgQMHtMYAr22oOLrGTVF4bUNCFD9meG1Duugz1/DahubMmSNat25d5HO8rpGYWVnN5eTkYPPmzUhJSUGXLl0QERGB2NhY9O3bV9NGpVKhe/fuOHHiBADg/PnzyMrK0mrj4eGBFi1aaNpQ9VZw3BQlISEBCoUC9vb2Wo9v3LgRzs7OaN68OaZNm6b17Q9VX7rGjL+/P1xdXfHMM89g3LhxiIuL0zzHuYZKmmvu3buHPXv2YOzYsYWe41xT80ycOBEDBw5E7969tR7ntQ0VR9e4KQqvbQgoeczw2oaKUtq5htc2lCssLAweHh7w8vLCiBEjEB4eDoDXNblMDd0BqhiXL19Gly5dkJ6eDhsbG+zcuRM+Pj6agVu7dm2t9rVr18bt27cBALGxsTA3N4eDg0OhNrGxsZXzBsggdI2bgtLT0zFjxgy88cYbsLW11Tw+cuRIeHl5wc3NDVeuXMHMmTNx6dIlHDhwoDLfBlWi4sZM//79MWzYMNSvXx8RERGYPXs2evbsifPnz0OlUnGuqcFKO9esW7cOtWrVwtChQ7Ue51xT82zevBkXLlzA2bNnCz2XO1/w2oYKKm7cFMRrGwJKHjO8tqGi6DPX8NqGAKBTp05Yv349nnnmGdy7dw9ffvklunbtiqtXr/K65gkGK6upJk2aICgoCI8fP8b27dsxevRoBAQEaJ5XKBRa7YUQhR4rqDRtqGrTNW7yBxGysrIwYsQIqNVqLF++XOv4cePGaf7eokULNG7cGL6+vrhw4QLatWtXae+DKk9xY2b48OGadi1atICvry/q16+PPXv2FLpAy49zTfVXmrkGANasWYORI0fCwsJC63HONTVLVFQUPvjgA+zfv7/QWMiP1zaUX2nHDcBrG5JKM2Z4bUMF6TPXALy2Ial///6av7ds2RJdunRBw4YNsW7dOk3Rrpp+XcNl4NWUubk5GjVqBF9fXyxYsACtW7fGkiVLNBWmCkbb4+LiNJF7Nzc3ZGZm4tGjRzrbUPWka9zkysrKwmuvvYaIiAgcOHBAK/OgKO3atYOZmRnCwsIquutkICWNmfzc3d1Rv359zXjgXFNzlWbcBAYGIjQ0FO+8806J5+NcU72dP38ecXFxaN++PUxNTWFqaoqAgAAsXboUpqammvmC1zaUX0njJrcAAa9tKFdpx0x+vLYhfcYNr21IF2tra7Rs2RJhYWGM2TzBYGUNIYRARkaGJrU8fzp5ZmYmAgIC0LVrVwBA+/btYWZmptUmJiYGV65c0bShmiF33AB5F/NhYWE4ePAgnJycSjz+6tWryMrKgru7e0V3lYxE/jFT0IMHDxAVFaUZD5xrKFdR42b16tVo3749WrduXeLxnGuqt169euHy5csICgrS3Hx9fTFy5EgEBQXB29ub1zZUSEnjxsTEhNc2pKU0Y6YgXtuQPuOG1zakS0ZGBkJCQuDu7s6YTS7D1PWhijRz5kxx9OhRERERIf755x/xySefCKVSKfbv3y+EEGLhwoXCzs5O7NixQ1y+fFm8/vrrwt3dXSQmJmrOMWHCBFG3bl1x8OBBceHCBdGzZ0/RunVrkZ2dbai3RRWsuHGTlZUlBg8eLOrWrSuCgoJETEyM5paRkSGEEOLGjRti3rx54uzZsyIiIkLs2bNHNG3aVLRt25bjppoqbswkJSWJ//znP+LEiRMiIiJCHDlyRHTp0kXUqVOHc00NV9LvKCGESEhIEFZWVmLFihWFjudcQ0IUrprKaxsqjfzjhtc2VBr5xwyvbai0iqrszWsbyu8///mP8Pf3F+Hh4eLUqVNi0KBBolatWuLWrVtCCF7XCCEEg5XV0Ntvvy3q168vzM3NhYuLi+jVq5fWh0C1Wi3mzJkj3NzchEqlEt26dROXL1/WOkdaWpqYNGmScHR0FJaWlmLQoEEiMjKyst8KVaLixk1ERIQAUOTtyJEjQgghIiMjRbdu3YSjo6MwNzcXDRs2FJMnTxYPHjww4LuiilTcmElNTRV9+/YVLi4uwszMTNSrV0+MHj260DzCuabmKel3lBBCrFy5UlhaWorHjx8XOp5zDQlR+IMgr22oNPKPG17bUGnkHzO8tqHSKipYyWsbym/48OHC3d1dmJmZCQ8PDzF06FBx9epVzfO8rhFCIYQQhsnpJCIiIiIiIiIiIsrDPSuJiIiIiIiIiIjIKDBYSUREREREREREREaBwUoiIiIiIiIiIiIyCgxWEhERERERERERkVFgsJKIiIiIiIiIiIiMAoOVREREREREREREZBQYrCQiIiIiIiIiIiKjwGAlERERERERERERGQUGK4mIiIioTObOnYs2bdoY7PVnz56N8ePHa+77+flhypQpButPcTp06IAdO3YYuhtERERERo/BSiIiIiIqRKFQFHsbM2YMpk2bhkOHDhmkf/fu3cOSJUvwySefGOT19TV79mzMmDEDarXa0F0hIiIiMmoMVhIRERFRITExMZrbd999B1tbW63HlixZAhsbGzg5ORmkf6tXr0aXLl3QoEEDg7x+fpmZmSW2GThwIBISEvD3339XQo+IiIiIqi4GK4mIiIioEDc3N83Nzs4OCoWi0GMFl4GPGTMGL730EubPn4/atWvD3t4e8+bNQ3Z2NqZPnw5HR0fUrVsXa9as0Xqtu3fvYvjw4XBwcICTkxOGDBmCW7duFdu/zZs3Y/DgwYUeV6vV+Oijj+Do6Ag3NzfMnTtX6/nIyEgMGTIENjY2sLW1xWuvvYZ79+4Veg/5TZkyBX5+fpr7fn5+mDRpEqZOnQpnZ2f06dMHgFwWX69ePahUKnh4eGDy5MmaY0xMTDBgwABs2rSp2PdFREREVNMxWElERERE5ebw4cOIjo7G0aNH8c0332Du3LkYNGgQHBwccPr0aUyYMAETJkxAVFQUACA1NRU9evSAjY0Njh49imPHjsHGxgb9+vXTmbH46NEjXLlyBb6+voWeW7duHaytrXH69GksWrQIn3/+OQ4cOAAAEELgpZdewsOHDxEQEIADBw7g5s2bGD58uN7vc926dTA1NcXx48excuVKbNu2Dd9++y1WrlyJsLAw7Nq1Cy1bttQ6pmPHjggMDNT7tYiIiIhqElNDd4CIiIiIqg9HR0csXboUSqUSTZo0waJFi5CamqrZW3LmzJlYuHAhjh8/jhEjRmDz5s1QKpX4+eefoVAoAABr166Fvb09/P390bdv30Kvcfv2bQgh4OHhUei5Vq1aYc6cOQCAxo0bY9myZTh06BD69OmDgwcP4p9//kFERAQ8PT0BABs2bEDz5s1x9uxZdOjQodTvs1GjRli0aJHm/t69e+Hm5obevXvDzMwM9erVQ8eOHbWOqVOnDiIjI6FWq6FUMmeAiIiIqCi8SiIiIiKictO8eXOtQFzt2rW1MgxNTEzg5OSEuLg4AMD58+dx48YN1KpVCzY2NrCxsYGjoyPS09Nx8+bNIl8jLS0NAGBhYVHouVatWmndd3d317xWSEgIPD09NYFKAPDx8YG9vT1CQkL0ep8FszqHDRuGtLQ0eHt7Y9y4cdi5cyeys7O12lhaWkKtViMjI0Ov1yIiIiKqSZhZSURERETlxszMTOu+QqEo8rHcqthqtRrt27fHxo0bC53LxcWlyNdwdnYGIJeDF2xT3GsJITTZm/nlf1ypVEIIofV8VlZWoWOsra217nt6eiI0NBQHDhzAwYMH8d577+Grr75CQECApk8PHz6ElZUVLC0ti3xfRERERMTMSiIiIiIyoHbt2iEsLAyurq5o1KiR1s3Ozq7IYxo2bAhbW1sEBwfr9Vo+Pj6IjIzU7JcJAMHBwUhISECzZs0AyABpTEyM1nFBQUGlOr+lpSUGDx6MpUuXwt/fHydPnsTly5c1z1+5cgXt2rXTq89ERERENQ2DlURERERkMCNHjoSzszOGDBmCwMBAREREICAgAB988AHu3LlT5DFKpRK9e/fGsWPH9Hqt3r17o1WrVhg5ciQuXLiAM2fOYNSoUejevbtmWXfPnj1x7tw5rF+/HmFhYZgzZw6uXLlS4rl/+eUXrF69GleuXEF4eDg2bNgAS0tL1K9fX9MmMDCwyD04iYiIiCgPg5VEREREZDBWVlY4evQo6tWrh6FDh6JZs2Z4++23kZaWBltbW53HjR8/Hps3b9Ys8S4NhUKBXbt2wcHBAd26dUPv3r3h7e2NLVu2aNq88MILmD17Nj766CN06NABSUlJGDVqVInntre3x08//YRnn30WrVq1wqFDh/Dnn3/CyckJAHD37l2cOHECb731Vqn7S0RERFQTKUTBTXmIiIiIiIycEAKdO3fGlClT8Prrrxu6OyWaPn06EhISsGrVKkN3hYiIiMioMbOSiIiIiKochUKBVatWFaq4baxcXV3xxRdfGLobREREREaPmZVERERERERERERkFJhZSUREREREREREREaBwUoiIiIiIiIiIiIyCgxWEhERERERERERkVFgsJKIiIiIiIiIiIiMAoOVREREREREREREZBQYrCQiIiIiIiIiIiKjwGAlERERERERERERGQUGK4mIiIiIiIiIiMgoMFhJRERERERERERERuH/AVLCpdEeY7iOAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_moisture(300,500)" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": { - "id": "y-C6IRFVxGUR" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "training from 0 to 300 plot from 300 to 800\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_moisture(300,800)" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "id": "TvlCtT0X2ejp" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "training from 0 to 300 plot from 800 to 1200\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_moisture(800,1200)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "7W03QTo3c91t" - }, - "source": [ - "Filtering by extended Kalman filter using RAWS data until 150 hours, then forecasting mode - running the model from interpolated RTMA only. For the first 60 hours the forecast is good, the equilibium correction made the model quite close to data. But then the big spike in equilibrium moisture around 230 hours attracted the solution, and it took a while for it to get back. The spike in the RAWS measurement is there but much smaller. The model becomes inaccurate during periods when the fuel moisture equilibrium is large.\n", - "\n", - "Possible reasons include: 1. There was something in the data we do not know about - maybe it rained but RTMA did not tell us. Try comparing with data from the RAWS itself? 2. The model is too simple, assumes the whole depth of the wood stick is wetting and drying at the same time. Perhaps the moisture got stored in the inside layers of the measurement stick. Try a two-layer model as in van der Kamp (2017) and make the state larger? " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "owEI4EtTo7Ek" - }, - "source": [ - "A detailed view of rain episode:" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": { - "id": "C_hoDjgtpMEJ" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "training from 0 to 300 plot from 900 to 1100\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_moisture(900,1100)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "DRraWhwdpSkV" - }, - "source": [ - "It seems there is some rain that the model does not know about." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "1STfnlT40rPX" - }, - "source": [ - "## RNN for real data, no rain yet" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "3cwY43iSnQ0t" - }, - "source": [ - "#### Linear modeling by RELU - potential for generalization" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": { - "id": "MotzNBvOnFvC" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10\n" - ] - }, - { - "data": { - "text/plain": [ - "10" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "def RELU(x):\n", - " if x>0. :\n", - " return x\n", - " else:\n", - " return 0.\n", - "\n", - "# network computing z = a*x1 + b*x2 with offset c\n", - "def linrelu(x,a,b,c):\n", - " y = np.dot(np.array([[a, b], [-a, -b] ]), x) + np.array([c, -c])\n", - " y[0]=RELU(y[0])\n", - " y[1]=RELU(y[1])\n", - " return(np.dot([1,-1],y))-c\n", - "x = [1,2]\n", - "a = 2\n", - "b = 4\n", - "c = 3\n", - "print(a*x[0]+b*x[1])\n", - "linrelu(x,a,b,c)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "-p6dcLua_udD" - }, - "source": [ - "### Basic RNN on real data " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "gSmbDPZIHbTr" - }, - "source": [ - "Try with E average between drying and wetting" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": { - "id": "ymhNMZkoHfCl" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(9218,) (9218,) (9218,)\n", - "854\n" - ] - } - ], - "source": [ - "E = (Ed + Ew)/2\n", - "print(Ed.shape,Ew.shape,rain.shape)\n", - "first_rain=np.nonzero(rain>0)[0][0]\n", - "print(first_rain)\n", - "hours=first_rain\n", - "E=E[:hours]\n", - "data=obs_data[:hours]\n", - "scale=False\n", - "\n", - "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n", - "Et = np.reshape(E,[E.shape[0],1])\n", - "datat = np.reshape(data,[data.shape[0],1])\n", - "if scale:\n", - " scalerx = MinMaxScaler()\n", - " scalerx.fit(Et)\n", - " Et = scalerx.transform(Et)\n", - " scalery = MinMaxScaler()\n", - " scalery.fit(datat)\n", - " datat = scalery.transform(datat)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "DPcxv85XILdn" - }, - "source": [ - "Create the model again" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": { - "id": "gEkbHZSqIOq1" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "shape x = (854, 1)\n", - "shape y = (854, 1)\n", - "timesteps= 5\n", - "trainsteps= 300\n", - "staircase: samples= 296 timesteps= 5 features= 1\n", - "return_sequences= False\n", - "returning only the last timestep in a sample\n", - "x_train shape= (296, 5, 1)\n", - "y_train shape= (296, 1)\n", - "model_fit input shape (296, 5, 1) output shape (296, 1)\n", - "You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) for plot_model to work.\n" - ] - } - ], - "source": [ - "# split data\n", - "return_sequences=False\n", - "x_train, y_train = staircase(Et,datat,timesteps=5,trainsteps=h2,\n", - " return_sequences=return_sequences)\n", - "print('x_train shape=',x_train.shape)\n", - "samples, timesteps, features = x_train.shape\n", - "print('y_train shape=',y_train.shape)\n", - "# the simplest model possible\n", - "activation=['linear','linear']\n", - "hidden_units=3\n", - "dense_units=1\n", - "dense_layers=1\n", - "features=1\n", - "hours=Et.shape[0]\n", - "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n", - "# print('initial state=',h0)\n", - "# statefull model version for traning\n", - "model_fit=create_RNN_2(hidden_units=hidden_units, \n", - " dense_units=dense_units, \n", - " batch_shape=(samples,timesteps,features),\n", - " stateful=True,\n", - " return_sequences=return_sequences,\n", - " # initial_state=h0,\n", - " activation=activation,\n", - " dense_layers=dense_layers)\n", - "# same model stateless for prediction on the entire dataset - to start onlg\n", - "# the real application will switch to prediction after training data end\n", - "# and start from the state there\n", - "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n", - "from keras.utils.vis_utils import plot_model\n", - "plot_model(model_fit, to_file='model_plot.png', \n", - " show_shapes=True, show_layer_names=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": { - "id": "jtFJQu33NqfL" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "model_predict input shape (854, 1) output shape (854, 1, 1)\n", - "Model: \"model_4\"\n", - "_________________________________________________________________\n", - " Layer (type) Output Shape Param # \n", - "=================================================================\n", - " input_5 (InputLayer) [(None, 854, 1)] 0 \n", - " \n", - " simple_rnn_4 (SimpleRNN) (None, 854, 3) 15 \n", - " \n", - " dense_4 (Dense) (None, 854, 1) 4 \n", - " \n", - "=================================================================\n", - "Total params: 19\n", - "Trainable params: 19\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n", - "None\n", - "You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) for plot_model to work.\n" - ] - } - ], - "source": [ - "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units, \n", - " input_shape=(hours,features),stateful = False,\n", - " return_sequences=True,\n", - " activation=activation,dense_layers=dense_layers)\n", - "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n", - "# activation=['linear', 'linear'])\n", - "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n", - "print(model_predict.summary())\n", - "from keras.utils.vis_utils import plot_model\n", - "plot_model(model_predict, to_file='model_plot.png', \n", - " show_shapes=True, show_layer_names=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": { - "id": "wuxh5pq0OMSa" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "weight 0 shape (1, 3) ndim 2 given (1, 1)\n", - "weight 1 shape (3, 3) ndim 2 given (1, 1)\n", - "weight 2 shape (3,) ndim 1 given (1,)\n", - "weight 3 shape (3, 1) ndim 2 given (1, 1)\n", - "weight 4 shape (1,) ndim 1 given (1,)\n", - "weight 0 exact: [[0.09516258]] : initial: [[0.09516258]] fitted: [[0.06663454 0.19298144 0.38819703]]\n", - "weight 1 exact: [[0.90483742]] : initial: [[0.90483742]] fitted: [[0.25594133 0.20544429 0.1268829 ]\n", - " [0.28411323 0.24694073 0.18849371]\n", - " [0.31942707 0.30041867 0.26970577]]\n", - "weight 2 exact: [0.] : initial: [0.] fitted: [0.90568745 0.8924027 0.86905557]\n", - "weight 3 exact: [[1.]] : initial: [[1.]] fitted: [[ 0.3969012 ]\n", - " [ 0.20117848]\n", - " [-0.10491116]]\n", - "weight 4 exact: [-0.] : initial: [-1.] fitted: [0.2838727]\n" - ] - } - ], - "source": [ - "# fitting\n", - "DeltaE = 0\n", - "w_exact= [np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.*DeltaE])]\n", - "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.0])]\n", - "w=model_fit.get_weights()\n", - "for i in range(len(w)):\n", - " print('weight',i,'shape',w[i].shape,'ndim',w[i].ndim,'given',w_initial[i].shape)\n", - " for j in range(w[i].shape[0]):\n", - " if w[i].ndim==2:\n", - " for k in range(w[i].shape[1]):\n", - " w[i][j][k]=w_initial[i][0][0]/w[i].shape[0]\n", - " else:\n", - " w[i][j]=w_initial[i][0]\n", - "model_fit.set_weights(w)\n", - "model_fit.fit(x_train, y_train, epochs=5000, verbose=0,batch_size=samples)\n", - "w_fitted=model_fit.get_weights()\n", - "for i in range(len(w)):\n", - " print('weight',i,' exact:',w_exact[i],': initial:',w_initial[i],' fitted:',w_fitted[i])" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": { - "id": "uJz1EgPyRTEH" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1/1 [==============================] - 0s 236ms/step\n", - "x_input.shape= (1, 854, 1) y_output.shape= (1, 854, 1)\n", - "0.0\n", - "weights= [array([[0.09516259, 0.09516259, 0.09516259]], dtype=float32), array([[0.30161247, 0.30161247, 0.30161247],\n", - " [0.30161247, 0.30161247, 0.30161247],\n", - " [0.30161247, 0.30161247, 0.30161247]], dtype=float32), array([0., 0., 0.], dtype=float32), array([[0.33333334],\n", - " [0.33333334],\n", - " [0.33333334]], dtype=float32), array([-1.], dtype=float32)]\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# evaluate model\n", - "model_predict.set_weights(w_fitted)\n", - "x_input=np.reshape(Et,(1, hours, 1))\n", - "y_output = model_predict.predict(x_input)\n", - "print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n", - "print(shift)\n", - "m = np.reshape(y_output,hours)\n", - "print('weights=',w)\n", - "if scale:\n", - " print('scaling')\n", - " m = scalery.inverse_transform(m)\n", - "m = np.reshape(m,hours)\n", - "hour=np.array(range(hours))\n", - "title=\"First RNN forecast\"\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n", - "# print(len(hour),len(m_f))\n", - "plt.scatter(hour,data,c='b',label='data=10-h fuel data')\n", - "if m is not None:\n", - " plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n", - " plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n", - "plt.title(title) \n", - "plt.legend()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "id": "VSwtgKPJPnH4" - }, - "outputs": [], - "source": [ - "# plot subinterval only\n", - "def plot_int(lb=0,ub=hours,title=\"RNN forecast\"):\n", - " hour=np.array(range(hours))\n", - " plt.figure(figsize=(16,4))\n", - " plt.plot(hour[lb:ub],E[lb:ub],linestyle='--',c='r',label='Equilibrium data')\n", - " # plt.scatter(hour[lb:ub],data[lb:ub],c='b',label='data=10-h fuel data')\n", - " plt.plot(hour[lb:ub],m[lb:ub],linestyle='-',c='b',label='data=10-h fuel data')\n", - " if lb <= h2:\n", - " ub1 = min(h2,ub)\n", - " plt.plot(hour[lb:ub1],m[lb:ub1],linestyle='-',c='k',label='filtered')\n", - " if ub >= h2:\n", - " lb1 = max(h2,lb)\n", - " plt.plot(hour[lb1:ub],m[lb1:ub],linestyle='-',c='r',label='forecast')\n", - " plt.title(title) \n", - " plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": { - "id": "vCjk9hZtkFym" - }, - "outputs": [ - { - "data": { - "image/png": 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Go0Hz5s0BAAcPHkTr1q1RqFAhhIaGolmzZjhy5IjZ/uQnrBYHk5OTUaNGDXz11VdGn7948SIaN26MSpUqYdu2bTh27BjGjRuHgIAAuzvLMAzDMAyTbxk9GvjpJ/r7l1+c2xeGYRiG8RSSk03f0tLk75uaKm9fhdFqtejevTu8vb2xb98+fPvtt/jggw8Ub8cYixYtgo+PD/bv3485c+bgiy++wPz58w32+fTTT1GtWjUcPnwY48aNs7mtixcv4q+//sL69evxyy+/YMGCBXj22Wdx/fp1bN++HTNmzMDYsWOxb98+k8f4/PPPsWDBAvzwww/YtWsXHjx4gJUrVxrsk5ycjBEjRuDgwYPYsmULvLy80K1bN2i1WgDAgQMHAACbN2/GrVu3sGLFCgDAkydP0K9fP+zcuRP79u1D+fLl0aFDBzx58sTm/9mVsDqsuH379mjfvr3J58eMGYMOHTrgk08+yXmsTJkytvWOYRiGYRjGnWjalLaXLjm3HwzDMAzjKQQHm36uQwdg7VrpfpEiQEqK8X2bNQO2bZPulyoF3LuXd79cTjU5rFmzBsG5+vnBBx9g3Lhx2Lx5M86cOYMrV66gRIkSAICpU6ea1WWUIiYmBl988QU0Gg0qVqyIEydO4IsvvsCAAQNy9mnZsiXee++9nPvCqWgtWq0WCxYsQEhICKpUqYIWLVrg7NmzWLduHby8vFCxYkXMmDED27ZtQ/369Y0eY9asWRg1ahR69OgBAPj222+xYcMGg33Ec4IffvgBRYoUwenTp1GtWjUULlwYABAZGWkQHt2yZUuD182bNw/h4eHYvn07OnbsaNP/7EooWpBEq9Vi7dq1qFChAtq2bYsiRYqgXr16RkOPGYZhGIZhPI7oaODcOeD8eWf3hGEYhmEYF6FFixY4evSowW3w4MEAKG1bbGxsjjAIAA0aNFClX/Xr1zcI/23QoAHOnz+P7OzsnMdq166tSFulSpVCSEhIzv2iRYuiSpUq8PLyMngsISHB6OsTExNx69Ytg/fGx8cnT/8uXryInj17okyZMihYsGBOGLGlVHgJCQkYOHAgKlSogNDQUISGhiIpKcltUugpWpAkISEBSUlJmD59OqZMmYIZM2Zg/fr16N69O/7++280a9Ysz2vS09ORnp6ec//x48dKdolhGIZhGMY1ePNN4NQpqlrcooWze8MwDMMwnkFSkunnvL0N75sQngAAXrm8VTY65IxRoEABlDNRqCx3zjwABoIdgBwBTX/fTP1CaA6kQIECZp/38vLK8z8Y65uvr6/BfY1GY/QxEf5rK506dUJMTAy+//57REdHQ6vVolq1asjIyDD7uv79++Pu3buYNWsWSpYsCX9/fzRo0MDi6/ILioqD4kPq0qULhg8fDgCoWbMm9uzZg2+//daoODht2jRMmjRJyW4wDMMwDMO4HkePAgcOmJ+kMAzDMAyjLBbEK1X2tYMqVaogPj4eN2/eRHR0NABg7969BvuIUNhbt27lFDIRBUHsIXd+P5Frzzu3qGqGwoUL48mTJ0hOTs4REpXoW25CQ0NRrFgx7Nu3D03/S+OSlZWFw4cP4+mnnwYA3L9/H2fOnMG8efPQpEkTAMCuXbsMjuPn5wcABu5IANi5cye++eYbdOjQAQBw7do13DMWVp5PUTSsuFChQvDx8UGVKlUMHq9cubJJq+WoUaOQmJiYc7t27ZqSXWIYhmEYhnENhCg4fTrw7rsAR0swDMMwDAOKqLx9+7bBTQhPrVq1QsWKFdG3b18cO3YMO3fuxJgxYwxeX65cOcTExGDixIk4d+4c1q5di88//9zufl27dg0jRozA2bNn8csvv+DLL7/EO++8Y9Ux6tWrh6CgIIwePRoXLlzA0qVLsXDhQrv7Zox33nkH06dPx8qVK/Hvv/9i0KBBBhWcw8PDERkZie+++w4XLlzA1q1bMWLECINjFClSBIGBgVi/fj3u3LmDxMREAPQe//zzzzhz5gz279+PXr16ITAw0CH/hzNQVBz08/NDnTp1cPbsWYPHz507h5IlSxp9jb+/PwoWLGhw80hSU40nM2UYhmEYxj0Q4uCePcDMmYDeYJVhGIZhGM9l/fr1KFasmMGtcePGACgsd+XKlUhPT0fdunXx+uuv4+OPPzZ4va+vL3755Rf8+++/qFGjBmbMmIEpU6bY3a++ffsiNTUVdevWxeDBg/H222/jjTfesOoYERERWLx4MdatW4fq1avjl19+wcSJE+3umzHeffdd9O3bF/3790eDBg0QEhKCbt265Tzv5eWFZcuW4fDhw6hWrRqGDx+OTz/91OAYPj4+mDNnDubNm4fo6Gh06dIFALBgwQI8fPgQcXFx6NOnD4YOHYoiRYo45P9wBhqdsQB2MyQlJeHChQsAgLi4OMycORMtWrRAREQEYmNjsXLlSrz44ov4+uuv0aJFC6xfvx7Dhg3Dtm3bcr7c5nj8+DFCQ0ORmJjoWUJh06bAoUPA6dNU9YhhGIZhGPciMhJ48EC6f+4cUL688/rDMAzDMG5CWloaLl++jNKlSyMgIMDZ3VEFjUaDlStXomvXrs7uCuNkTH3/rdHXrHYOHjp0CHFxcYiLiwMAjBgxAnFxcRg/fjwAoFu3bvj222/xySefoHr16pg/fz6WL18uSxj0aHbuJPfgZ585uycMwzAMwziC5GTD+2lpzukHwzAMwzAMw+hhdUGS5s2bG62Wo8+rr76KV1991eZOeRw6HVUwnDcP2L7d2b1hGIZhGEZpMjOB9HT6u0ABEgrFfYZhGIZhGIZxIormHGRsRKMBpkyhMuonT1KYEcMwDMMw7kNqKhAVBQQHU3gxwM5BhmEYhmFsRqfTcUgxoxgsDroKhQoBrVrR36tXO7cvDMMwDMMoS8GCwK1bwJMn9DfAzkGGYRiGYRjGJbA6rJhxAPHxwNKlwOHDdP/+fef2h2EYhmEYxyESRbNzkGEYhmEYhnEBWBx0Bc6cAUaNor+LFgX8/Z3bH4ZhGIZhHMeSJUBWFhAb6+yeMAzDMAzDMAyLgy5BYiJtmzblgiQMwzAM444cPgwMHw5UqQJ8+62ze8MwDMMwDMMwObA46Ao8ekTbsDBn9oJhGIZhGEdx+zawcyeHEjMMwzAMwzAuB4uDrgCLgwzDMAzj3iQl0bZAAWDFCuDYMaB9e6B+fef2i2EYhmEYhvF4uFqxKyDEwVOnKLT4tdec2h2GYRiGYRRGiIPBwcDy5cBHHwH79jm3TwzDMAzDuCTNmzfHsGHDnN0NVbH1f544cSKKFi0KjUaDVatWKdKXhQsXIsxK89aVK1eg0Whw9OhRRfqgNiwOugJCHPTxoZCjI0ec2h2GYRiGYRRGXxwUhcc4xJhhGIZhGAXYtm0bNBoNHgltwUGkpaWhf//+qF69Onx8fNC1a1ej+23fvh21atVCQEAAypQpg28dlG/5zJkzmDRpEubNm4dbt26hffv2DmnHUfTv39/ke6g2LA66AuIHXKIEbcUEgmEYhmEY90BfHAwIoL9ZHGQYhmEYJh+RnZ2NwMBADB06FK1atTK6z+XLl9GhQwc0adIE//zzD0aPHo2hQ4di+fLlivfn4sWLAIAuXbogKioK/mIBlrEaFgddgcmTgb//Bvr2pfssDjIMwzCMe2HMOZie7rz+MAzDMAzjEiQnJ6Nv374IDg5GsWLF8Pnnn+fZZ/HixahduzZCQkIQFRWFnj17IiEhAQCFs7Zo0QIAEB4eDo1Gg/79+wMA1q9fj8aNGyMsLAyRkZHo2LFjjqBmCwUKFMDcuXMxYMAAREVFGd3n22+/RWxsLGbNmoXKlSvj9ddfx6uvvorPPvvM4vG1Wi1GjhyJiIgIREVFYeLEiSb3nThxIjp16gQA8PLygkajAWA8PLlr16457wkAZGRkYOTIkShevDgKFCiAevXqYdu2bRb7p8+BAwcQFxeHgIAA1K5dG//884/B89nZ2XjttddQunRpBAYGomLFipg9e7ZB/xctWoQ//vgDGo0GGo0mpw8ffPABKlSogKCgIJQpUwbjxo1DZmamVf2zFi5I4gqULUs38SNlcZBhGIZh3I/AQBIHs7LoPjsHGYZhGMZh6HRASopz2g4KAv7Tqizy/vvv4++//8bKlSsRFRWF0aNH4/Dhw6hZs2bOPhkZGZg8eTIqVqyIhIQEDB8+HP3798e6desQExOD5cuXo0ePHjh79iwKFiyIwMBAACQ8jhgxAtWrV0dycjLGjx+Pbt264ejRo/DyIq9Y1apVcfXqVZP9K1myJE6dOiX7f9+7dy/atGlj8Fjbtm3xww8/IDMzE76+viZfu2jRIowYMQL79+/H3r170b9/fzRq1AitW7fOs+97772HUqVK4ZVXXsGtW7dk9w8AXnnlFVy5cgXLli1DdHQ0Vq5ciXbt2uHEiRMoX768xdcnJyejY8eOaNmyJRYvXozLly/jnXfeMdhHq9WiRIkS+O2331CoUCHs2bMHb7zxBooVK4YXXngB7733Hs6cOYPHjx/jxx9/BABEREQAAEJCQrBw4UJER0fjxIkTGDBgAEJCQjBy5Eir/k9rYHHQlQgOpm1yMqDVAl5s7GQYhmEYt2DaNLrpdMCkSfQYOwcZhmEYxmGkpEhTbLVJSgIKFJCzXxJ++OEH/PTTTzkC2KJFi1BCpBz7j1dffTXn7zJlymDOnDmoW7cukpKSEBwcnCMqFSlSxKCQRo8ePQyO88MPP6BIkSI4ffo0qlWrBgBYt26dWVeaOTHPGLdv30bRokUNHitatCiysrJw7949FCtWzORrn3rqKUyYMAEAUL58eXz11VfYsmWLUXEwODg453815WI0xsWLF/HLL7/g+vXriI6OBkBC4/r16/Hjjz9i6tSpFo+xZMkSZGdnY8GCBQgKCkLVqlVx/fp1vPXWWzn7+Pr6YpIY8wEoXbo09uzZg99++w0vvPACgoODERgYiPT09Dz9Hzt2bM7fpUqVwrvvvotff/2VxUG356uvqBjJf5bYnCUOZ53JGIZhGIZxDBoN5xxkGIZhGAYACVUZGRlo0KBBzmMRERGoWLGiwX7//PMPJk6ciKNHj+LBgwfQarUAgPj4eFSpUsXs8ceNG4d9+/bh3r17Bq8T4mDJkiWV/rdyQnwFOp0u5/GdO3caFA6ZN28eevXqBYDEQX2KFSuWEz6tFEeOHIFOp0OFChUMHk9PT0dkZKSsY5w5cwY1atRAUFBQzmP6n6Hg22+/xfz583H16lWkpqYiIyPDwBFqit9//x2zZs3ChQsXkJSUhKysLBQsWFBW32yFxUFX4MMPyS3YujUtLwQFAampLA4yDMMwjDvSpw/wzDNArlV1hmEYhmGUIyjIeRm79DQjswjRzBzJyclo06YN2rRpg8WLF6Nw4cKIj49H27ZtkZGRYfa1nTp1QkxMDL7//ntER0dDq9WiWrVqBq9TOqw4KioKt2/fNngsISEBPj4+iIyMRGhoKI4ePZrznL7LMLdLUaPR5AiacvHy8srzvuo7I7VaLby9vXH48GF4e3sb7BcsU4OR87n99ttvGD58OD7//HM0aNAAISEh+PTTT7F//36zr9u3bx9eeuklTJo0CW3btkVoaCiWLVtmNBelkrA46GwyM0kYBIDwcM43yDAMwzDuyMCBwLVrwLhxQP36QPHi6rb/889UCOWFF9Rtl2EYhmGchEYjL7TXmZQrVw6+vr7Yt28fYmNjAQAPHz7EuXPn0KxZMwDAv//+i3v37mH69OmIiYkBABw6dMjgOH5+fgCoCIbg/v37OHPmDObNm4cmTZoAAHbt2pWnD0qHFTdo0ACrV682eGzjxo2oXbs2fH194evri3Llyll1TGsoXLiwQQ7C7OxsnDx5MqdoS1xcHLKzs5GQkJDzvlhLlSpV8PPPPyM1NTUnv+O+ffsM9tm5cycaNmyIQYMG5TyWuxiMn5+fwWcGALt370bJkiUxZsyYnMfMibdKwUntnE1iovS3g22iDMMwDMM4gVu3gPnzgXXrAJnhKoqSnAz07Qu8+CJw/br67TMMwzAMY5Tg4GC89tpreP/997FlyxacPHkS/fv3zykWAgCxsbHw8/PDl19+iUuXLuHPP//E5MmTDY5TsmRJaDQarFmzBnfv3kVSUhLCw8MRGRmJ7777DhcuXMDWrVsxYsSIPH0oWbIkypUrZ/KWO+z49OnTOeHNiYmJOHr0qIETcODAgbh69SpGjBiBM2fOYMGCBfjhhx/w3nvvKfvmmaBly5ZYu3Yt1q5di3///ReDBg3Co0ePcp6vUKECevXqhb59+2LFihW4fPkyDh48iBkzZmDdunWy2ujZsye8vLzw2muv4fTp01i3bl2easzlypXDoUOHsGHDBpw7dw7jxo3DwYMHDfYpVaoUjh8/jrNnz+LevXvIzMxEuXLlEB8fj2XLluHixYuYM2cOVq5caff7YgkWB52N+JKGhFDeQYZhGIZh3IslS4DsbKBhQ6B8eeDsWeDTT4HFi9VpXz8q4a+/1GmTYRiGYRhZfPrpp2jatCk6d+6MVq1aoXHjxqhVq1bO84ULF8bChQvxv//9D1WqVMH06dPzCFHFixfHpEmT8OGHH6Jo0aIYMmQIvLy8sGzZMhw+fBjVqlXD8OHD8emnn9rd3w4dOiAuLg6rV6/Gtm3bEBcXh7i4uJznS5cujXXr1mHbtm2oWbMmJk+ejDlz5uQpjuIoXn31VfTr1w99+/ZFs2bNULp06RzXoODHH39E37598e6776JixYro3Lkz9u/fn+PMtERwcDBWr16N06dPIy4uDmPGjMGMGTMM9hk4cCC6d++OF198EfXq1cP9+/cNXIQAMGDAAFSsWBG1a9dG4cKFsXv3bnTp0gXDhw/HkCFDULNmTezZswfjxo2z702RgUYnJ1haRR4/fozQ0FAkJiY6POGiS3DoEFCnDlCiBIUbvfMOcOwYMHUqTSIYhmEYhsm/6HRA9erAqVPAd98BAwYAy5cDzz0HNG4M7Nzp+D5cvQqUKkV/d+4M/PGH49tkGIZhGBVJS0vD5cuXUbp0aQSIwl8M4yGY+v5bo6+xc9DZiLDi0FDa/vMPsH07cPOm8/rEMAzDMIwy3LxJwqC3t5Tvz9+ftmpVK9Zv59w5wMrE3gzDMAzDMIx7w+Kgs3nyhLYhIbQV1XG4MAnDMI4mLY0KI7z+urN7wjDui8jxFx0tLQSKFd30dHX6ULgwMHs2FUU5fRrw4uEfwzAMwzAMI8FJ7pxN48bAli3SRIHFQYZh1GLlSmD/frrNn+/s3jCMe3LjBm31qxML56Ba4mBEBDB0qDptMQzDMAzDMPkOFgedTaFCQMuW0n0WBxmGUYvbt2nbpYtz+8Ew7kzBgkDr1kC1atJjYkFQrbDi3Gi17B5kGIZhGIZhcmBx0NVgcZBhGLU4fpy2etXFGIZRmFat6KaP2s7B+/cp72F4ODBjBrBhA3D4MBAbq077DMMwDMMwjEvDy8bOZtcuYO5c4OBBus/iIMMwanH0KG1r1nRmLxjG81C7IMnu3UCzZlQp+dIl4N49YNMmddpmGIZhGIZhXB4WB53N778DgwZR7i+AxMGAAECnc26/GIZxbzIyyEkEABMnSi5ChmGUJSsr72MxMcDWrcD69er0QTgUAwIoxBkAtm9Xp22GYRiGYRjG5bFaHNyxYwc6deqE6OhoaDQarFq1yuS+b775JjQaDWbNmmVHF92c3NWKR40CUlOpqiDDMIyjOH0ayMykv48eBa5ccWZvGMZ9qV4diIykwj+CoCCgRQuqFq4GwqHo7y+FEj94oE7bDMMwDMMwjMtjtTiYnJyMGjVq4KuvvjK736pVq7B//35ER0fb3DmPILc4qNE4ry8Mw3gOOh3w7LPS/YcPndcXhnFnbtwgIS4szHl9EOJgQAAQGEh/p6Y6rz8MwzAMwzCMS2G1ONi+fXtMmTIF3bt3N7nPjRs3MGTIECxZsgS+vr52ddDtyS0OMgzDqEFcHLBmDfDSS3SfxUGGUZ4nT6TrvP5iaXY28M03wBdfqJN30Jg46KxKyQzDMAzDGKDT6fDGG28gIiICGo0GYWFhGDZsWM7zpUqVcrloTEtRpEz+Q/FqxVqtFn369MH777+PqlWrWtw/PT0d6XrV+h4/fqx0l1yb3OLgsWPA2LFAsWLAd985r18Mw3gG4eG05RBDhlGemzdpGxJiuAio0QCDB9PfvXuTaOdI9HMOsnOQYRiGYVyK9evXY+HChdi2bRvKlCkDLy8vBIrrtRE0Gg1WrlyJrl27qtdJxu1RXBycMWMGfHx8MHToUFn7T5s2DZMmTVK6G/mH3OJgejq5eUROIIZhGEcSEUFbdg4yjPIIcbB4ccPHvbwAPz8qDKS2czA8HKhQAShZ0vHtMgzDMAxjkYsXL6JYsWJo2LChqu1mZmZypCeTg6LVig8fPozZs2dj4cKF0MjMnTdq1CgkJibm3K5du6Zkl1yf3OJg4cK0vXvXOf1hGMYzmDQJKFgQ+OQTus/iIMMoz40btM0tDgJUHASQXH2OpEULYOpUoEsXoF494OxZYOVKx7fLMAzDMIxZ+vfvj7fffhvx8fHQaDQoVaoUmjdvbhBWrE+pUqUAAN26dcvZX7B69WrUqlULAQEBKFOmDCZNmoSsrKyc5zUaDb799lt06dIFBQoUwJQpU2S97vz582jatCkCAgJQpUoVbNq0SfH3gXE+ijoHd+7ciYSEBMTqud6ys7Px7rvvYtasWbhipBqmv78//MUA2RNZtAi4fx+oWJHuFypE29RUIDkZKFDAeX1jGMZ9SU2lxYmwMODRI8DTUjowjBqcP09bYy69gAD6DarhHGzUiG4MwzAM40HodDqkpKQ4pe2goCBZhqnZs2ejbNmy+O6773Dw4EF4e3vj+eefN7n/wYMHUaRIEfz4449o164dvL29AQAbNmxA7969MWfOHDRp0gQXL17EG2+8AQCYMGFCzusnTJiAadOm4YsvvoC3t7fF12m1WnTv3h2FChXCvn378PjxY5PCJZO/UVQc7NOnD1q1amXwWNu2bdGnTx+88sorSjblPjRpYng/OJjcBOnp5B5kcZBhGEcgVgP79AGmT5fykDEMoxylSwOtWhkX5tR0DroSWi0tTvD4hmEYhnEwKSkpCA4OdkrbSUlJKCDjWhcaGoqQkBB4e3sjKirK4v6F/4s0DAsLM9j/448/xocffoh+/foBAMqUKYPJkydj5MiRBuJgz5498eqrr+bc79Onj9nXbd68GWfOnMGVK1dQokQJAMDUqVPRvn17Ge8Ck5+wWhxMSkrChQsXcu5fvnwZR48eRUREBGJjYxEZGWmwv6+vL6KiolBROOMY82g0FFp8/Tpw7x6gZxNmGIZRDCEOBgcDQUHO7QvDuCv9+9PNGKIIiRrOwYsXgcREICaG7j/zDJCZCZw54/i29fn1V2DkSKBHD2DmTHXbZhiGYRg35vDhwzh48CA+/vjjnMeys7ORlpaGlJQUBP033q9du7ZVrztz5gxiY2NzhEEAaNCggYP/G8YZWC0OHjp0CC1atMi5P2LECABAv379sHDhQsU65hGkpAA//UT5Bnv2JGEQkMRBzjvIMIyjyM6m7X+hCAzDqIyazsGJE4HFi4HPPyex8sQJejwrC/BRvDadcVJSgKNHgfh4YMkSyneqVtsMwzCMRxIUFISkpCSnta0mWq0WkyZNQvfu3fM8FyAWJIE8bkZLr9PpdHkel1tfgslfWD0qa968udEviCmM5Rlk/iMhAXjrLXIP9OolPV6oED2WnOy8vjEM494I52ByMokFjx8Dy5dLixQMw9jHkyckwoeFGX/+iy+oanGtWo7vi3An+vtLjkWAwntFQTRHc/48pTAAaPyzZQvQtq06bTMMwzAeiUajkRXam9/w9fVFtljo/4+nn34aZ8+eRbly5aw6lqXXValSBfHx8bh58yaio6MBAHv37rWt44xLw0u2ziR3pWLBmjWAry9P0hmGcRxCHPT3p8JIADl73HAAxTBO4X//A157DXjhBQqnzU3r1ur1RYiDAQHOEwfFmEdw6ZI67TIMwzCMm1GqVCls2bIFjRo1gr+/P8LDwzF+/Hh07NgRMTExeP755+Hl5YXjx4/jxIkTOVWJjWHpda1atULFihXRt29ffP7553j8+DHGjBmj4n/LqIWXszvg0ZgSB/38WBhkGMaxlC1LRRIqV5ZC+x4+dG6fGMadOHmStsWKObcfgKE46OUlhTSrke9QkLsiemqqem0zDMMwjBvx+eefY9OmTYiJiUFcXBwAKgS7Zs0abNq0CXXq1EH9+vUxc+ZMlCxZ0uyxLL3Oy8sLK1euRHp6OurWrYvXX3/dID8h4z6wc9CZmBIHGYZhHM2HH9INAN57j3KcPnwI6CUbZhi35NIlCmutVMl0yK8SiJCb6tWNP3/8OLBvHwn1zzzjuH4AUl5D4RoMDKTH1BTocjsHWRxkGIZhGADAsGHDMGzYsJz727ZtM3g+d6q2Tp06oVOnTnmO07ZtW7Q1k7LDVHo4S6+rUKECdu7cKetYTP6FnYPOxJQ4uH070Lkz8MEH6veJYRjPo1Ah2n77rRRuzDDuyJ07QJUqQIMGJITfuOGYdk6dIuHPxwfo0MH4PuvWAW++SYVCHI1+zkGAxEGAxUGGYRiGYRgGAIuDzsWUOHj/PrB6NZBLnWcYhnEI77xD22++Ab76yrl9YRhHcvKk5KJLTiYRzxF89x1tO3c2HVYsRPl79xzTB330w4oBoGRJoEwZx7erj35Ycfv2QPny6rbPMAzDMAzDmITDip2JKXGwcGHaqjFhYBjGM3nlFWD9emDGDHIvxccDU6cCBw44u2cM4zji4w3v586DpwRZWcBPP9Hfb75pej8hDt69q3wfcvPmm8DNm5Ig6Iwqg2LMM3AgMHeu+u0zDMMwDMMwJmFx0Jl07AjExABFixo+LsRBNSYMDMN4Jg8eALdvSy6q558HihQBnnrKuf1iGEfi5UWOtfPn6b4jxMEHD4BHj+hvc7kE1XQODh7s+DYs0bw5MHEiUKuWs3vCMAzDMAzD5ILFQWdSpozxsB4hDj56BGRmAr6+qnaLYRgPIDubtt7etK1Zk24M487060e3ixfp+lq8uPJtFCgALFhAOfXE78sYnhYl0KwZ3RiGYRiGYRiXg3MOuiLh4eRuADxn0sAwjLqIwiM+vEbEeCBly1K14txpPZSgQAEK2x80yPx+wjmYmEhCpSM5dQo4d05qZ8QI4OmngT//dGy7xli0CAgKArp3V79thmEYhmEYxigsDjqT3buBX34Bzp41fNzLC4iMpL85tJhhGEeQWxzUaikP2apVXLGYYdQgLExaCLx/37FtxcUBFStSKgGAnJP//CPdV4N//yWRMjmZXJXJyeq1zTAMwzAMw5iFxUFn8u23QM+ewJo1eZ8rXJiqCjoiHxLDMIwIKxbioE4HNGkCdOsGJCQ4r18M4yh0OqrSW6cOsHo1MGEC8Ouvyrdz+zbw118kvpnD2xv4/XdgyxYSCh1FdrbkGBTVigMDaZua6rh2czNgAFCtGrB9u/ptMwzDMAzDMGZhcdCZpKXRVgzW9TlyhAbOjRur2yeGYTwD4Q4UOdG8vaUcaHfuOKdPDONIEhKoWvHhwxRi+9FHwIoVyrezcyfQoQPwzjuW9+3WDWjZ0vg4QClE0SEgrzgoxiFqIKoViyJszhAHDxyggjEMwzAMwzCMASwOOhNz4qC/v7p9YRjGsyhfngqQRERIj0VF0VbNUEOGUYv4eNoWKybl+3OEOz8pibaOyGdoC+bEQTUFOiEOFimiftsAsH49UK8e0L49uUgZhmEYxkXQ6XR44403EBERAY1Gg6NHjzq7S4wHwuKgMxHioBikMwzDqMWCBRT22KKF9Jhw9LBzkHFHhDgYGwsULEh/O1IcDA62vO/evcC8eeRmdBRirOHlJaURcIY4KN5rIQ6q6VoEgKlTaXvgALBhg7ptMwzDMIwZ1q9fj4ULF2LNmjW4desWqlWr5uwu2USpUqUwa9YsZ3eDsREWB52JOefgH38AnTsDn32mbp8YhvFc2DnIuDNXr9JWXxxMTFS+HeGQkyMO/vgjMHAgsG6d8v0Q6I81NBrpb8A5zkFnhRUPHCj9/fHH6rbNMAzDMGa4ePEiihUrhoYNGyIqKgo+YjFPJjqdDllcUJCxExYHnYkYGBsTB+PjKWH6/v3q9olhGM+FnYOMO3P6NG3Ll1fHOSgnrFiEN9+9q3w/BMYWIsPDycEXFOS4dvXJyJDCm2NjqfhRw4bqtC3o2RO4cYMclLt28SIIwzAM4xL0798fb7/9NuLj46HRaFCqVCmkp6dj6NChKFKkCAICAtC4cWMcPHgw5zXbtm2DRqPBhg0bULt2bfj7+2Pnzp3Q6XT45JNPUKZMGQQGBqJGjRr4/fffDdo7deoUnn32WRQsWBAhISFo0qQJLl68CAA4ePAgWrdujUKFCiE0NBTNmjXDkSNHDF4/ceJExMbGwt/fH9HR0Rg6dCgAoHnz5rh69SqGDx8OjUYDjViQZPIN1knSjLKYcw6KwgD37qnXH4ZhPIc2bYBLl4AlSygPF8DOQca9Efl74uKA0FD629lhxeHhtHWEg1G/jZEjAT8/6bH33qObWgjXIEAVi3fsUK9tfaKjSbRNTKTPXpzzGIZhGPdEpwNSUpzTdlCQ5Ng3w+zZs1G2bFl89913OHjwILy9vTFy5EgsX74cixYtQsmSJfHJJ5+gbdu2uHDhAiL08oWPHDkSn332GcqUKYOwsDCMHTsWK1aswNy5c1G+fHns2LEDvXv3RuHChdGsWTPcuHEDTZs2RfPmzbF161YULFgQu3fvznEdPnnyBP369cOcOXMAAJ9//jk6dOiA8+fPIyQkBL///ju++OILLFu2DFWrVsXt27dx7NgxAMCKFStQo0YNvPHGGxgwYIAD3lDG0bA46Ew+/ZTcAlWq5H1OiIOOdBMwDOO5XL0KXLxIjh5By5bA7NlA9erO6xfDOIqyZemaWrMmUKAAPfb4MaDVkptMKawJK3akg1EQFQXMmOG448vB1xeYMIEmaL6+6re/ejVQvDid2woUIHEwOVn9fjAMwzDqkpIi73rsCJKSpPGGGUJDQxESEgJvb29ERUUhOTkZc+fOxcKFC9G+fXsAwPfff49Nmzbhhx9+wPvvv5/z2o8++gitW7cGACQnJ2PmzJnYunUrGjRoAAAoU6YMdu3ahXnz5qFZs2b4+uuvERoaimXLlsH3v+txhQoVco7XsmVLg77NmzcP4eHh2L59Ozp27Ij4+HhERUWhVatW8PX1RWxsLOrWrQsAiIiIgLe3N0JCQhDFi2/5EhYHncl/P3ajqBFqxDCM55KdTVv9nCY1atCNYdyRX3+V/s7KomIgoaGyVvWtok8fcifKCZsVoceOFAddgYIFgYkTndN2RgbQtSuJwDdvAvv2kYsyMtI5/WEYhmEYM1y8eBGZmZlo1KhRzmO+vr6oW7cuzpw5Y7Bv7dq1c/4+ffo00tLScsRCQUZGBuLi4gAAR48eRZMmTXKEwdwkJCRg/Pjx2Lp1K+7cuYPs7GykpKQg/r+ibs8//zxmzZqFMmXKoF27dujQoQM6depkdY5ExjXhT9FVEc7B+/eVdzUwDMOIpMXe3s7tB8M4Ax8foH59xxy7ZUu6yUE4B/XDbpUmKQlISCAhUowttm8Hxo0DqlYF5s51XNvGyMoiF19qKnDlCqAXHuUQLl2icVRwMLkoOQcSwzCM5xAUJKX7cEbbNqDT6QAgT84+nU6X57ECes5ErVYLAFi7di2KFy9usJ+/vz8AIDAw0Gzb/fv3x927dzFr1iyULFkS/v7+aNCgATL+izSKiYnB2bNnsWnTJmzevBmDBg3Cp59+iu3bt5sUHJn8A4uDzmTFCgqvadUKyP1DFc7B7Gzg4UNe4WYYRlmEOKi/0peZSW6qx4+Bjh2d0y+GcQTJybJz/6iKGmHFmzcD3boBDRoAe/bQY48eATt30m9eDR49ItdeRAQJdPfv0/hGjYrF58/Ttlw51/v8GYZhGMei0cgK7XUlypUrBz8/P+zatQs9e/YEAGRmZuLQoUMYNmyYyddVqVIF/v7+iI+PR7NmzYzu89RTT2HRokXIzMw0Kubt3LkT33zzDTp06AAAuHbtGu7lqoEQGBiIzp07o3Pnzhg8eDAqVaqEEydO4Omnn4afnx+yRXQSk+9gcdCZvPACDY5v3swrDvr50aQhK4vFQYZhlMdYWHFyMiAGE6mpxoslMUx+pFMn4ORJ4KefgHbt6LEFC4D4eKB/f6BUKeXa2r2bttWrS+KfKapWBZYvlxYEHYGx4mdizKGGOAcAmzbRmKdpU3ItBgaSk0NNcbB8edrOn0/FaXr1IsGUYRiGYVyIAgUK4K233sL777+PiIgIxMbG4pNPPkFKSgpee+01k68LCQnBe++9h+HDh0Or1aJx48Z4/Pgx9uzZg+DgYPTr1w9DhgzBl19+iZdeegmjRo1CaGgo9u3bh7p166JixYooV64cfv75Z9SuXRuPHz/G+++/b+A2XLhwIbKzs1GvXj0EBQXh559/RmBgIEqWLAkAKFWqFHbs2IGXXnoJ/v7+KOTI8Q2jOByr6iwyM6XJuakJ+J07NFkvV069fjEM4xkYCysW+c8Ax1ZPZRi1uXaNcvjqJyWfPRuYNEkSj5Sib1+gcWMSIy0RGQl0706imaMQApwzxUHhjBRiqWhfCJeOJLc4uHo18PXX8j4fhmEYhnEC06dPR48ePdCnTx88/fTTuHDhAjZs2IDw8HCzr5s8eTLGjx+PadOmoXLlymjbti1Wr16N0qVLAwAiIyOxdetWJCUloVmzZqhVqxa+//77HBfhggUL8PDhQ8TFxaFPnz4YOnQoihQpknP8sLAwfP/992jUqBGeeuopbNmyBatXr0bkf0amjz76CFeuXEHZsmVRWKQyYfIN7Bx0FvoDYlPiILt2GIZxFGXLAuHhhucZb28SCJ88ocl80aLO6x/DKIko7qU/UA0Npa3SQrjIbeSs6oi5uXOHtvr/u9rioMipKBYg1Gw/tzgockBxtWKGYRjGRRg2bJhByHBAQADmzJmDOXPmGN2/efPmObkJ9dFoNBg6dCiGDh1qsq2nnnoKGzZsMPpcXFwcDh48aPDYc889l/N3165d0bVrV5PHrl+/Po4dO2byeca1YXHQWeiLg/8lCGUYhlGNffuMPx4aShN5dg4y7kJmpvR91g9vcVS+v9xCmDl0Oqqi/OQJ0Lt33hQjSnDrFm2jo6XHPFkcFLmnUlIc3zbDMAzDMEw+weqw4h07dqBTp06Ijo6GRqPBqlWrcp7LzMzEBx98gOrVq6NAgQKIjo5G3759cfPmTSX77B4IcdDPz3Ql4sWLKU/S/Pnq9YthGM9GCCYsDjLugkik7eVFblmBI8RB/SIbcpyDGg3Qrx/wxhtSP5VGjMGcKQ7mDisWjmU12p85E5gzh/I7ApJzkMVBhmEYhmGYHKwWB5OTk1GjRg189dVXeZ5LSUnBkSNHMG7cOBw5cgQrVqzAuXPn0LlzZ0U661YIcdCcS+DCBWDNGuDQIXX6xDAMI0ItHVk9lWHURIQUR0YaLsY5QhzUD1WV4xx0VD/0MSUOenuTk9JIWJLi5HYO1qwJNGyoTuh1jx7A228DYWF0n8OKGYZhGIZh8mB1WHH79u3Rvn17o8+FhoZi06ZNBo99+eWXqFu3LuLj4xEbG2tbL90RYwnCc1O8OG2vX3d8fxiG8SyqVyehZMsWw1BLR+VhYxhnIRx5uSvmOeK7LkQwb2/5KUMKFqQ+OkocfPll+r1XqSI9FhUFpKcbFiRyJOJ/E+LgwoXqtGsMDitmGIZhGIbJg8NzDiYmJkKj0SBMrNgyRPHiwIIFgI+Zj6BECdreuKFOnxiG8Qx0OqlSZ27X0IABQIcOQL166veLYRxBUBDQpg2Qe4FSiIOPHinXlihGEhJCIcNyEIKZo8TBIUPyPqbRqCcMAkDHjiRI1q6tXpsAjZ/27wdKlwbi4ugxdg4yDMO4NcYKdTCMu6PE996h4mBaWho+/PBD9OzZEwVF2Ewu0tPTkZ6ennP/saeEskVGAq+8Yn4fdg4yDOMIsrOlv3MvUHTvrm5fGMbR1K8PGKvK17s30KIFEBOjXFuRkcAXX1j3GjE+Eq5Dd6RnT7qpza5dwEsvAU2bAtu302P9+wNduhjmn2QYhmHyPb6+vgAo1VmgIwp8MYwLk/JfRIT4HdiCw8TBzMxMvPTSS9Bqtfjmm29M7jdt2jRMmjTJUd3I3whx8N49Cv/hqsYMwyhBVpb0t5ruIYZxJWJj87oJ7aVQIWDYMOte48icg0lJwLVrlG9QOCUFn38OrFwJDBqkvnD37rvAL78AY8YAgwc7rp07d2hbtKj0WGQk3RiGYRi3wtvbG2FhYUhISAAABAUFQSPXxc8w+RSdToeUlBQkJCQgLCwM3nbM7RwiDmZmZuKFF17A5cuXsXXrVpOuQQAYNWoURowYkXP/8ePHiFFyFd9VuXULOHoUKFIEqFXL+D4REZSTMC2NEoqXLq1qFxmGcVP0xcHczsE7d4Bz50hIeOopdfvFMI5Ap5Mf4usMHCkO7tkDtG1Lv+Vjxwyfu3QJ2L0baN5c+XZzc/EiLXAWLQr4+pJL8tYt4MEDx7b73wQRRYo4th2GYRjGJYiKigKAHIGQYTyFsLCwnO+/rSguDgph8Pz58/j7778RaWF11t/fH/6e6IjbuRN48UWgWTNg2zbj+2g05B68cwe4f5/FQYZhlMGcOPjrr8A77wDPPw/89pu6/WIYR/Dyy8D69RTuq5/O4+5dYMkSEg+HD1emrdu3SXSLigLKlJH3miFDqKJuzZrK9EEfY5WKBSKvsRqpSxo2JKHu2DESKkW4V1qaY9s15hy8eBH44QcKK37/fce2zzAMw6iKRqNBsWLFUKRIEWRmZjq7OwyjCr6+vnY5BgVWi4NJSUm4cOFCzv3Lly/j6NGjiIiIQHR0NJ577jkcOXIEa9asQXZ2Nm7fvg0AiIiIgJ+fn90ddhvEgNhctWIAOHFCGkQzDMMogX7OwdwXEhF66Cn5Xxn35+5dqkicewxy7x6JguHhyomDq1YBb71FOe1WrZL3moYNlWnbGEIcLFYs73NqFj0T+RRF8RUxrklNdWy7xpyDN24A06YBFSuyOMgwDOOmeHt7KyKWMIwnYbU4eOjQIbRo0SLnvggJ7tevHyZOnIg///wTAFAz1wr433//jeZqhK7kF4Q4aEn4Y2GQYRil0eko11pWFuDlZficEAcTE9XvF8M4gnv3aFuokOHjYWG0ffQI0Grz/hZs4e5d2hYubP+xlMCcc1CtomdZWZIIKEKo1RYH9Z2DnlqteMMG4J9/gJEjlfmuMwzDMAzjVlgtDjZv3txsmWQuHS4Tuc5BhmEYpSlUCLh61fhzYvLO4iDjLpgS7ES1Wp2OnG25C3bY05Y1Oe6uXAEOHKDfZcuW9vdBn1u3aOtM56B+FWbhHBRjH0eLgyKsWP/zKFCAtv9V9fMYpk2jis2lSlEFZ4ZhGIZhGD146dBZyBUHt24FOnYEPvjA8X1iGIbhsGLGndDpTDsHAwKoSAZA7kElsMU5+PfflIP488+V6YM+SUm0NVYYTjgHnzxx7O9diIN+flJot1rOwZkzgS+/BCpUkB7zVOdgtWq03bLFuf1gGIZhGMYlcUi1YkYGcsXBhw+BtWtpqyQ6HYVRcS4GhmH04bBixp148gQQCclzi4MAhRbfuUPiYMmS9rcnwlitEQcdWa04PZ22xgq/FShA70lgIFUNNiYgKoH4v/SPHxUFVK8OxMQ4pk1B1655HxPOwfR0yr/qKeOgzp2Br78G1qxRLoyeYRiGYRi3gcVBZyFXHBTVnh88UK7tR49oBblKFcpBo9Eod2yGYVyf+HjguedICNy0yfA5MYFPSvKsiTPjnhw9StuCBSXHmD7h4SQOKrUAZ4tz0JHi4PPPAzVqUPENY9y543iRKHcxEgB44QW6OQP970FKimG/3JWsLKB8eapOf/s2cPgwUKeOs3vFMAzDMIwLweKgs+jUiVbOa9Qwv19EBG2VdA7+/TflGLpxA9i8GWjdWrljMwzj+iQnAwcPSucXfcLCgMmTSbBgdzGT3wkPJ/eYqRyA+kVJlMCWnIOOFAcHDzb/vBruscKFgWHDHOdMNMXt28CePVR8qXZt6XH9Qm+eIg5eumQoEG/YwOIgw3gCP/0EXLgADB8u5dllGIYxAYuDzqJBA7pZQkzeHzygUGAlXH6HDtG2UCHgmWfsPx7DMPmLrCza+hi5BPj5AWPHqtsfhnEU1asDK1eS0G2MOXPo91C5sjLtTZhARUBiY+W/xpHioCtQrhzwxRfGn9u7lwTVVq2MOzvtYft2KrzRqBGwa5f0uEZDVXuDgqToDHcn9wKzktEoDMO4JvfvA2++SdFqHToA9es7u0cMw7g4LA66OmKVJzOT3D7BwfYf88AB2n78MeecYRhPxJw4yDDuiKlrndLuqYEDrX+NfoVwpRYBBdeukfu3cGHA1zfv89OnU17jt94CevZUrl25PPssCVcnTwJVqyp77HPnaFu+fN7natZUti1XJ7cYmJHhnH4wDKMeM2dKaawuXWJxkGEYi7Ay5CxOnAB27qSwF3MEBUnV/ZRY6dVqJXGwbl37j8cwTP4jO5u2pkKGz56l8xO7S5j8zJEj5JQXOe9cFVEEKDtb+Qq69epRVeKTJ40/f/EiueouXVK2XX0ePqQ0JikpeZ8TuRlFRWklOX+etvqVij0Vfefgc895njjKMJ7I5cvS3448xzMM4zawOOgsxo8HmjYF/vjD/H4aDYUWBwcrM8E5d45ClwIDgePHgfffB/bvt/+4DMPkHyw5B3v1ovPT3r3q9YlhlGbMGHIG/u9/pvc5cgSYNQv46y/727t3j0R1aydhBQoA8+dTP425++xBVCs2VfxMRCMkJSnbrj5ffw2UKAG8807e54Q4KHI1Kok55+D8+ZQ+4cIF5dt1RcRCz3PP0ffs9ded2x+GYRyP/rWIxUGGYWTAMWXOQm61YoAqiyo1YTh/no5Vqxbw55/A8uVA6dLkLmAYxjOwJA7qhzkyTH7lyhXaliplep8tW4CRI4G+fYH27e1rb8cOoEcPCt2yRljXaIDXXrOvbVMIcdDf3/jzohiHI8VBsbBprCCJI8VBc87BefPIVdqgAeVEdHeEc5ALEjCM58DOQYZhrISdg87CGnFQSSdBp07kHFyyRPkqjQzD5A+8vCgRv6mJoghzZHGQya/odPLEQSWvg0LgEoKXK2BprKGGc1AUWjFWFdhR4uD9+5Jbzpj4V6AAbY2FOrsj+uKgTictEDEM454kJwMJCdJ9FgcZhpEBi4POQgzYAwPVbzsggCopsjjIMJ5Jw4YUAmkqpYAQB921eirj/ty5Q9dZLy8KaTWFuA7mruZqC0LgKlLE+tfu3Qv89hsVEFGKrCwpv6gp56Aa4qA552ChQrRVWhwUrsESJYxXQRaPKZ3j0VWpUwfo14/yXXt5Ad27O7tHDMM4En3XIABcvy45yRmGYUzA4qCzSE2lrRzn4Lx5VIJ+yRJl+8DiIMMwxmDnIJPfEa7B4sWlol7GcBXn4OjRwIsvAnv22N8Pgf5E0JI46MiiLc5wDlasSDmdP/vM+PPi/x44kHIiujsvvwwsXEjfMQDIzHRqdxiGcTBCHIyLAzZulNJKMQzDmIHFQWdhTVjxmTOULN1UtUFrmD0b6NkTWL+exUGGYYzDOQeZ/I4QB0uWNL+fCK1XojK3PeKgIwR5fXHQ1FgjJIRcdI6cNArh0Zg42LIljUveeEPZNsPDgc6dJTEsN337AkWL0nv088/Ktu3KCKE8I8O5/VCbkyeB6tWpEMvFi87uDcM4nhIlgLffBl54AWjdGihbllzDDMMwZuCCJM5CiIOmVvP1iYigrRKTl127gN9/Bxo1YnGQYTyV3bupUmf16sCcOXmf57BiJr8jJ98gQAIRQLmZdDoqDmIr9+/TNjLS+teK35yS12MfH2DQIBLATBUf6tbN8aG14jxiLKy4Rg26qU3HjjQWatJE+tzcmYQEEmc9VRxct44EwpMngQ0blA3fZxhXJC6ObgzDMFbA4qCzGDMGuH3bsqsBkMRBJXIiieTbQUEsDjKMp5KQAGzbZjq0rEkT4KOPgJo11ewVwyhH27a0+GasUq0+Ij9gZiZdY8X11haECCaurdbgCOdgwYKuETLbowcJgKVLq9fmb7+R2NuihekckHFxwLFjrlVAxlHUrAncugVMmkT3PS2sWH9x/fp1ysXp7e28/jCMmqxaRee69u2BunWd3RuGYVwYFgedxYAB8vdVMuxJXxxs0oQuFiIhOMMwnoGoVGlqclSvHt0YJr8i1zXh7w+sXUvXQZGHzlYGD6bJV9Wq1r/WnfN8jh5t+rmsLODAAQrJ7tzZPuemPmPHUo6tbdtMi4MFCgBPPaVMe66OWFwWTllPcw7mXlxPTjbuZGUYd+HOHTqfhocDv/4KLFtG1xkWBxmGMQOLg/kBJcOKRfhQUBBdJDxlYMwwjIQQB02FGjKMJ9GhgzLH6d3b9tcKt6GS4mBGBkUGBAYaz/cHkIv4lVfISbZxo3JtyyUri9KcACTg2OK6zI1OR+4wgArSeDqpqVIqG08VB5s3p3xrO3dSpWZ2DTLuzsCB5Bj89ltJCOdUMQzDWIBnhs4gNRU4dIhWc6pVs7y/kuKgcA4WKGD/sRiGyZ9kZ9PWlDiYlkaum7Q0oE4d9frFMErx11907YyLM1+t2FVwhHPwn3+A+vUp76KoXJkbjYbysQGOCbXU6SictWBBGnfkdgYGBJBjMymJ3INKiIOPHtE4C7AsDs6aBcTHAyNGUAJ/d0S45ry9qShB+/byUtq4Ey+/TDeG8RREyqjQUGlxyJFV6RmGcQtYHHQGV64ATZuSOChH8BNhxUqs9OqHFWdlATNm0AVk8mR5lZMZhsn/WAorvniRXMUREZ6RrJ9xL7KygGeflYSpqCjz++/eDezfT0J4kya2tanVAvv2kQhWubL1IlvTpsD33wPlytnWvjGEW8zctV0/lDolxbTD0FYeP5YEutRU430pXFgSB8uXt7/NGzdoGxFBrklzfPMNLYR06+b+4mBYGBWhEmIwwzDui1hoCgtj5yDDMLLhmubOQJywhVPAEuXKUbXBmzftb1tfHPT2BiZMAD77TBlXIsMw+QNLzkF9F5NOp06fnMG9e8CaNe79P3oid+/SZ+rlJa/YxP/+B7z7LuUetJXERAqPrV5dEt+toUIF4PXXKfxRKdLTaevvb3qfgAB6nwAS6JRGTEZ9fEz3Q+Q9vntXmTaFOCgnpFhUlr53T5m2XRHxuXpyjr2rV2mce/Mm8O+/jvmuM4wroe8cFL99dg4yDGMBFgedgbXioJeXcmFRV6+SE6hKFQrv4YrFDON5aDQkCpiarItzU3a2FJ7njtSpA3TqROIQ4z7cuUPbQoXkOfhEHjbxOlsQIpi/v3kxTk3kiIMajeQedIRgIiajBQuaLjYiCoYkJCjTpsg3KMcJKIRJd3ZI6y8Keyo1apAQXL48OXt37XJ2jxjGseg7B4UjnJ2DDMNYgMVBZ2CtOKgk/v4UaiMcQywOMozn8eqrJPqZEsWCgyU3kaOqp+7cSW4tZ4mP6emU4gEA1q93Th8YxyBEPiH6WUKEHd++bXub9l7X09KoIMjKlbb3wdgxAcspQ8TE0ZHioLlwZfE5KSUOsnPQkEKFgD59KNT+4kU6v8tx1LoL2dnS7zMmhraiOB/DuCM6neE1icOKGYaRCeccdAbihG1NiMecOcCffwKDB1NuHKVgcZBhmNxoNHR+evSIzlfFiinfRtOmtG3RAujYUfnjW2LvXulvT5ooewJCHLSUa1CgpHPQVnHw0SOgbVv67WVlSeK8PchxDgKOdQ6K98XceEeJ91+fPn0oZ2p0tOV9PcE5WL068NNP9PfVqySMabXO7ZOa6I9vS5QAzp7lsGLGvUlOltLHhIXROGv3bsmlzTAMYwIWB52BLQ6DM2eALVuo8qCt4uCTJ8CgQRRaMncuTT5YHGQYxhihoXRecMRKswj78/ICGjZU/vhy0D/nKZXrjHENnOkctDWvmxgP6HQkXCiRH06uczA4mAp3iP2VRI5zsGNHWoCoXVuZNkuXppscPME5qI9IUaNEgbv8gsipHRIijXnZOci4MzodMGQIXZcCA2neJxZCGIZhzMDioDOwRRwUFfzOnbO93UePgMWLAV9fYN48eozFQYbxPH7/HVi4EGjTBhg61Pg+QpxwRFjxpk20rVOH0hw4g65dqTrsgAFckMTdECKfXHFQP6xVq7XNtWdvWHFAAF2bMzPpWEqIg2XLkosuLs78fgcOKONUNIYccbBhQ2UXCXQ60/kNc+MJzsH0dPpei+8YQK6i7Gzrq2rnR0S15vBwoEAB+pvFQcadCQkBvvzS2b1gGCYfwuKgM2jVilZvrVklr1CBtufP296uSEotBkcAi4MM44mcP0+VWc2FXb75Jk2YS5VSvv2NG2nbpg0JIQ8fOqYdS7z6KvDaa/KFBCZ/8NxzlFvs6afl7S9CrbKz6TtvS5i5vWHFokDY3bt0PRa50eyhRQu6WcJRwiBADr7+/YFq1RzXhj4HDgDDhwM//wyUKWN5/65dKSJDbgh6fuSrr4D33gN69wa+/lp6PDPT88RBR4bQM4yrkpxMi6FJScDYsc7uDcMwLozV4uCOHTvw6aef4vDhw7h16xZWrlyJrl275jyv0+kwadIkfPfdd3j48CHq1auHr7/+GlWrVlWy3/mbZs3oZg1CHDx3zrpVcX2MVawbPRp4+21lJiIMw+QPsrJoa25iOHiwY9rWaiXn4K1bJMS89JKUE0tNHCmKMM6jQQO6ycXXF/jrLwoxtVXcq10bmDhRulbbQmgoiYOOKgLkDJo2lfKLmiIjAzh4kITZzp1tbyslBXjhBcqrN3ky8OOPll9TuLD75xzVXxgWYcUAve+WQs7dARFWHBEhiYPsHGTcmeRkuoWGUs7ZjAxaNAGAkSMNzwMMwzB6WD0zSk5ORo0aNfDVV18Zff6TTz7BzJkz8dVXX+HgwYOIiopC69at8USEljC2Ubo0TeRTUoCbN207hhgM6TsHy5QBatRwXmgfwzDqI8RBHyeYx+/cIRHAy4ucXSKMUk3On6diBfXqqdsu47q0a0dh7rZOmmrXBiZMAF5+2fY+KB3ymJZGYwZLxSe++47y/i1erEy71vL4MdC4MdCli1RExRb27CFhsGhRYNYsxbqX7xHfp6AgKawYoHOvJ1CmDDBwIH3HmzQBhg2jLcO4K6tW0Xnw2Wfpvn5aB56PMwxjBqtnhu3bt0f79u2NPqfT6TBr1iyMGTMG3bt3BwAsWrQIRYsWxdKlS/Hmm2/a11t34eRJcv+VLi2tYlrC15f2v3CB3IPFi1vfrjHnIMM4k8xM4MQJyonFoZ3qIarYmRMH79+nhYiwMGWdxcLFER4uubTUdnE8eECuRa2WnEp371LBJz43ugd//UXfr7g4y5V6XQmlxcEJE4BPPiHHyMyZpvc7fZrSDFSvrky7+jx5QgsBQUGmz/EREbT4mZ1Nv8USJWxr69o12taoId8BmpYGfP45FST57DP3DLPVH/t5e1Pkio+P51xz69UzXAjq2NF5fWEYNRALriJ1lI8PFSZJTaXFGFGIiWEYJheKxlRdvnwZt2/fRps2bXIe8/f3R7NmzbBnzx6jr0lPT8fjx48Nbm5Pv37AU08BO3ZY97pKlSh5tq2VNfVXjwXZ2cAXX1DuLTGAZBi1GDUKqFWLimMw6iEnrPjTT+k89fnntreTmkqhlkePSo9FRVG434wZ0rlI7XOPGDgXKQJs2ADs28cVi92FrCxySzRoYF0u3TVr6Fp4+rRt7V64AJw6ZV9173ffJRefpQIichEuPEuho8JV4og8bIMG0SKoufOIl5dUFEZUmrYFUQXdmsUMb2/KwTVrlvvmXs69MLxtG7B5M0eMMIy7Is5l+oskosgVOwcZhjGDouLg7f8qBBbNVSGwaNGiOc/lZtq0aQgNDc25xXhC7jtbqxr++SdNYF94wbZ2jRUk8fYGpk2jybqtkyKGsYWsLGnCOHCgc/viacgJKxYry/ZU8Zw+HZg0yVDsiIykAgWvvea8ypH6q+oi31hCgrp9YBzD/ftSXl5RiVYO33wDjBgB7N9vW7vvvktFN5Yts+31ANC9O1XPLl3a9mPok5ZGW0vuSUcWaZBTrRhQRhwUzkFrnIe+vpJo5k65HvXx9KiRu3fJLZ6dTYL5zZvAjRvO7hXDOI7czkFAOgd7ggmHYRibcUg2dk2uUAWdTpfnMcGoUaOQmJiYc7smBnfujK3ioL0hIC+8QIOkpUsNHxdVBE+etO/4DGMNO3dKf2dlcfVANRFhxeacg0JYsUcc3LbN/PPOdg6GhkqVao8csT2fK+M6iM+2YEHrQkTtdc/Zel13JHKdg2qIg8K1YgpnOQcB6TNz10mzp4uDAwbQotT8+ZRyoHhx4Pnnnd0rhnEc5pyDO3ZQblaGYRgjKCoORkVFAUAel2BCQkIeN6HA398fBQsWNLi5NTqdepOIFSuADh2AN96g+76+NOHPXZmPxUHGGVStCsyeTX9rtcDWrc7tjyfxxRckEE6ZYnof4Ry8d8/2doQICUhFEf79F1i/nsIwneUcFANnfefgwIFA3bqek6TfXRECj7VjCXsFMiWu6xcuABs3AmfP2n4MfVzBOSg+DzWcgxERJPyULGnd68R3xV2dgw0aAN26AWXL0v2aNSkn5/HjTu2WaogFrogI6ZrDi5GMO2PMOSjOc2PG0FhHDS5eBHr1UqcthmEUQVFxsHTp0oiKisKmTZtyHsvIyMD27dvRsGFDJZvKv6SlSZNPaycR27cDzzwDDB5sed/sbKBHD1ol/f57EiVNweIg4wyKFAGGDgWGDKH769Y5tz+ehpeXeWeVEmHFS5ZIf9+6RdvFi4H27UkYLlQI6NpV/QTxxpyDAIWanTihbl8YZbFVHBTila35mGxtV5+vvwbatlUuB6srOQfVEAcXLyb3YKtW1r3O3Z2DH3xAi8XPPEP3ExNpgUSIx+6OCCGOjpa+62ovSDGMmhhzDn7+uVSlOyFBnYXQFSuAX34Bdu1yfFsMwyiC1dWKk5KScOHChZz7ly9fxtGjRxEREYHY2FgMGzYMU6dORfny5VG+fHlMnToVQUFB6Nmzp6Idz7eISalGI79SseDJE3JXyRnAioqggnPnSPzbsgVo04Ym5IKqVWn777/W9UcJliwBVq6kvGSiH4xn8eabQJkyyuXZYpRBibDikiWBUqWAK1foVrw48PAhPRceTrnBVq60s6M2EBlJiyIlS0qipeDAAeDpp9XvE6MM+dk5qLSTVoiDlpyDQrgT+yuJ3LDizp0pHLh2beX7YAnRN3cVB3Pj60vbjAzn9kMNdDpJHCxRQvqdsnOQcWc6dybXoHALAzSu0b8WpKQ4PoLtyhX6Df7xB9C4sWPbYhhGEawWBw8dOoQWLVrk3B8xYgQAoF+/fli4cCFGjhyJ1NRUDBo0CA8fPkS9evWwceNGhFhaNfYU9PMheVlp3BSTdTlhfrlX37t2pcn43r3Utr44WKwYbZ1RrXPqVCqEEhfH4qAn8fgxsHYtreQ3aya5Vxl1+OYbciL36kWDSGMI52BiIq0wiwmlLW0FBgLVq9N9sXDhzEqZw4bRDaCiKYGBVFkZIHGQC+TkX+x1DtoiGuh0Urv2TLZETjilxMFGjcg1WKaM+f2eeYaEIlt/4+YQYxFLY8BGjejmDMRn5q5hxZmZVHxK5K3286OtJ4iD9+7R/6nR0FhXpLpg5yDjzgwaRDd9UlKkXN+nT6uTH/fKFdp+9hmwZg1VSS9e3PHtMgxjM1aLg82bN4fOTIiqRqPBxIkTMXHiRHv65b6EhQEffWRbcRFrxMHclTf1XYG5k1ILESAlhSbIAQFkP69XT7KgOwrRL1MCBeOenD8P9OxJ4iBXDVSfffuA334D6tQxvU94OAlokZE0obJWOLh4kcIja9SgMOI//gC++04SC8LDpX2FMGFv0SVbeP994MMPgdWr6Tx04ID6fWCUo04dYNYs6ycgwjloS1ixfroQe8KKhXNQqQI9o0fL28/b27riLdawfDkVhIiOdszxBX//TRXQmza1Pix7+nRg4kTrqhznJ8qWpWJLwhXtSeKgKFJTpAj93+J3npJCeXCtXaRnmPzKZ59J7vBKldRpU4iDAM33EhNZHGQYF8dqcZCxk6JFgXHjbHutEAeTkmgyYi6PkBAHK1SgxLOLF0vPiQmIoGBBCjsuVIiOuXw5TZgB87kK7SU7Wzp+7iIpjHsjihZFRdF3+Z9/aHLdtKlz++UpZGXR1pwg4O1NhUts5fBhKnjSsCHlP9V3KwOSczAwkL4DN244XkAwhngPhFB6+jQJROx2z59Urkw3a+nYEShXzvpKt4KJE2niY226EH2Udg66Al26kCPQUqXctDTg0CFyYHboYH07V64Aly/TmMdaypWz/jX5iZQUGm+JMaMQBz2h+JJ+SDEgjX91OloMzz0eZpj8TlISpW+JjjYc44nff+vWdD7IzKTxl6PQ6QzFQdE3hmFcGl4yy0+Ehkonekt5wIQ4WKMG8PPP5KQQ5B6kazRA+fLk5NFogCNHFOuyWe7fl8TB0FASE3LnSmTcE+EeK1qUcr41bEjuMkYdRGiVjwPXhy5epG1AgBTe4ucnCYDCOSgciWoKIu3aAVWqkINSEBUFxMbSOenQIfX6wrgGJUtSMZAqVax/bWAgMGECMHOmfU4kpXMOZmXJW+B78oSc3J07S1XFlUQsbJojIYEiFbp2tW1RUjjE3NX9Zw/CiSrGfp7kHCxenK4/3bvT/aAg4NVXgbffdm6/GMZRbNlCY5ncaRreeYciOCpXptyDH33k2H7cu0fnHo1GWoBhcZBhXB4WB/MTGo380GIhDopKnO+8QxMfwPIKvsi9BTh2ZVnkOIyIoL7Vrg2sX++49hjXQd85KL6PKSmOdaoyEsI5aEkcvHuXqvdam490yxZg6VKprW+/pb87dZIqZArnoNKhlHI4dw44cybv459/TiGJ7u4kcmdOnQJ277av6q2zUPq3UKUKLSju3m1+P29vqii5erVybS9dSiLMqlXy9hfRA5mZthUGEQ6V2FjrX3vkCDB5snTOcie0WmlMJ661VatS2hg1co45m7g4qgIuQuw1GuCHH4A5c9RxDcbHe4ZDk3Eue/cCI0fS+fvyZXos97nQ358WgKKj6bxw86Zj+yTOydHRUvoqFgcZxuVhcTC/UaQICYSWnAW1awOvv26YM1AM+o0NiBYsAN56C9izx/Dk7UgnnxAwCxemARwA7N/vuPYY10HfOagvVusL04zjkOscfPVV4Kmn5E/wxbE7d6bq6BoN0KeP9FyPHhSq/PnnUt4ZZ4RSPnpE29yT4+eeA/r1sz20lHE+U6dSVcQlS6x73f37JBr8+KP1bSYmkigpFj1spXp1+m28+659xxGkp9OCi3CKmSIwUMr3qdTkbccOei+PHpW3f2CgNDaxpTiacCrrV+eUy5EjwPjxwLJl1r/W1RGLMYB0rp07l1zTrVo5p0+ewt695Eju29fZPWHcnZYtgU8/BYYMAS5dosdKlza+r4jecHS+7yJFyJ04aJB9Bb8YhlEVzjmY3zh2TF7S/q5d8+b4EpNvIQzos3YtsGIFTU7ataNJRe/eJN44isxMmoTHxAD169NK7t69jmuPcR2MOQcBErAtOVsZ+5HrHBROZUtpDPR58EBaiDh1ilx4EyfSQHTpUpr479wphROr7RxUqrIs45rYWq345k1aUCtSBHjlFeteu2ULCd8NG1p26ZmjTBlgxAjbX58bIQz5+5vfT6OhXIlPnig3edNfAJJL4cI0Trl713r3rj3ioPiuuGO1Yv3zqiPzi7kqly/TeV6kzQHoO/7kCT1mLne3vQjH4LJlNB5/+JCK5jiiKjjj2YhzfenSUlE1U+KgWJh1tHOwZEkpx/7Bg7RlcZBhXB52DuY37Knm+fzzQK1alIw2N8Lyfe8eTXJ++glo08b2tuTQpg2FXGzaRLkRAQr3Y9wfMXGMiqKQNjF5VTO01JORU5AEMDwvyEW4fsLDKbeNry/lE71xg0SU/fsNk1Trh5WrQXKytECSWxy8dQv46y9g1y51+sIoj63ioD3VioWo5Gpis6hMKUcAEf+/UpM3sQBkjTgoFiOsdQ6KgkaAbeKg+NxsCWd2dcR51d/fcRWpXZlnn6Xr2N9/S481akTuqR07HNt206bASy/R3y+9RNE5ixY5tk3GMxHnsOefl8KKne0c1KdYMQpztuRiZxjG6bA46K7Ex9MkRz+H24cfUqJ9ketLH1scQkoSFkbb3H1m3JMJE4DvvqO8R4B7Vul0ZVatoomwmLiYwpbzQsmSwPbthvm7ihalAak49/zvf9Jzan/2IqTYxyevS3X9eqqUOmWKOn1hlMdWcVCEPaWmGnfXO6LN3KSnk3teX8iw93iAZecgYJ84agz9BSC5iLyD1oqDjx4BDRqQ21BO8ZPcuLNz0MeH0jy0ayc9Nnw4RWx8953z+qUWolCNcEsBUtqIw4cd3/6YMYb3//jD8W0ynkVamnTuKlqUIjYAy87Bx48d5+TLzqYciEKA/OYb4OpVoH9/x7THMIxisDiY31i2DHjmGWD6dPP7VatGA94LF+QdVziEbt4E/vmHjv/889blGpPL7duUg+LYMekxMTjXT57NuC8tWgADBgClStF9ZxSl8GQCAkgMsbSKK84L1oiDBQqQY0J/MioQIor+hKlRI5q8WiMi2IO+yyu3E1sUcLIl5xnjGtjrHASsF6qVcg4+eEChya1a2b9IptNJoWbOcA7aGlYMWOdUBujcsXs3cP68bdEV4rvijs7B6GgSpPTHcg8fkmgmFkrclQcPJLFbXxzs3Jm2K1Y4rm2djpzyISHAn38Co0bR4ph+PxjPYfRompctWKD8scW51s9PCln38aGFWmOEhEjne0eFFn/yCeVAbNTIM6qiM4wbwTkH8xu3bwNbt0qTWGOkpkoDInP76SNW2/fvB55+Wnq8atW8uQvtZfRoSlQ+dy6t9o8eTaEfGo2UD4zzznkWH3xAE1kR7sC4BraIg5aOl9uZNHmyMseWi1ZL5zXhVtZHiBOiWBKT/7BVHBRhl9nZ9B215vVK5bAU1z2tllx/9uRDE65BQH1xMClJWuixRhzs1QuoW5cmlGoiPrfERBqD2JO+JT8gFoXcfdK+dSttK1UyFP+7dqUQ30OHyM1kSkSxh/v3pYIvKSlAx450rfPE0G6GjBqnTjnGqafv0s7IAN54g/K4m3OM9+hBY24vB3iEkpOBSZPo74kTOZSYYfIZLA7mN+Tk5BEXCn9/+RMcIQJcu2b4uCMcNPrV8/bupQuJRgOMHUt9dmSCaMb5JCZSAZzixYFmzeixIUOc2ydPY/JkykszdChQs6bp/cT5xhonz44dwIkTNMmvU8fwuWHD6Na0qZUdVpDq1amSsjH0nYOeIBK4I7aKgxoNOSoePbJ+Aiecg/aGFQsHNUDXRXuuhZmZQLdu1DcRMm2OtWvp+qvERE6MQQoUMBRlLNGmjW25ju39rYrPLSuLxifuXrhDfMaiYIa78tdftG3f3vDxIkWAJk0o/cWKFRRmrTRnz9I2Nlb6PrEw6LmIBUdxblQSHx+qVlykCLlT582z/JqFC5Xvh+DsWVqcKlwY6NePHvvf/4DPPqOoIUuRbwzDOBUWB/MbxYrR9tYt0/uIHA/R0fIHzKby9DhaHAQkt85HHynfFuN6nD1LDpGYGMqNyajP6tVUPa57d/PiYJkyNHGKjZV/7BUrgNmzKcdpbnFwyBCgQgUp16Q+riDGiXNRerr17jHG+Wi1wIwZJBCKBS9rCA62TRxUyjno40PCTUYGiYO2/A+CkBDrwiblCIhyKVuW3FJq5TDu2hU4fhyYMwfo1Mn61wcHUwX10FD3c7msXEm5ZZs3BzZsoMc8wTmo01EOWSCvOAhQtMr27cC+fY5pX4iDFSsa75uzr3WMuuzfT9upU+lcu3MnsHy5MmaIp5+mEHZXQf+7L77nDx5QFWUxh2UYxmXhnIP5DRF2aS5PhBAHrcltUqMG5esZPJjui0mxI8TB3H2XG/rMuAfi+6k/SLh8mQZPosIl41jEpNDSRLhECWDmTHL7yUWcM4TQpo+3N03U9IsiTZhAjqX33pPfhqMoUEAK7eS8g/kPLy/6ro4fb+jCk8v335PbqFw5617XqROJ6LVqWd9mbtwl/2pgIJ0/rOHJE5o0i3BQuZw7RxXQbXX8eXkBjRuTq9jd3F0pKXS+12qlxzxBHDx+nMaaQUHGneqiqvXVq45p35g4+L//0Xsvwo0Zz0E/xHfUKGDdOsfmvJRDdnZes4YSnDtH2woVpMeUzmnLMIzDYHEwvyHEwUePTE8ebBEHAwOpOMTatXS/dWvaWpsYXA6ifwIhDt64QUVKnFUxmVEH4RbUz/MzfDjlSPnzT+f0ydOwpoqptQhRTW7VUC8vySmlBnPnAlWqmM51aGvFVCb/064d3ax1APbuTSJ6w4b290Gp6t1arXVFTX77jf6PxYvta9ceTp0iIefVV617nVhUslaM9ATEOFE/j7MniIPFi1PxhylTjF/natWi3+yECY5p35hA4uNDodyOEGQY10WnM34+r1tXueNby9ixVLxk/Hhl+qCPMWFcONNZHGQYl4fFwfxGwYLSIM9UaLEt4iBAlZCvXKFJ/YgR9JjSE2StNm+/RejUK69QiOO6dcq2ybgWYqVeXxwUbhm1BCJPxxpx8NYtcmHI/WzEgoIx56Ax1HZKXbsGnDljeuFj8mTKx1O6tDr9YZTj8WNgzx5pcpIfUepcuGoVTf6MhVQa4/hxYMkSSjdgL4sX0/Vcv0KuHGwR5jMypKq7cs85xli6lH7758/bfgxXxJg4WKwYVU61plhMfqNQIfoOmsonWLIkPSf392EtFy/SVt+FLJytqamOaZNxTRITKZ+pPlWqWO9QN8WLL9K5b8kS+a8JCiJR8cEDZfqgj8hdry8OsnOQYfINLA7mNzQaEv2KFpWSoOemQQPg9dcpTMYa5syhbb9+Uo4xUb1PKe7eJSs7QI7Bpk2lMB6xspS7minjXhgTB8XEJb+H0uUXrBEHGzWitAPHjsk7trXOQaWcUnIR501j1YoBoE8fOge688TZXfnnH/q+du1q2+t37ya3kamCNaY4f54W5XJPAG1hxAjg00/JyW8Pjx/TtVZubjMlJ287dpDALvecIRDnjJQU+QKKON94ewPh4da1p89XX5GL5sQJ24/hihgTB996i/7PtDRyyvJ1V1l0OuDSJfq7TBnpcZFfjp2DnkVyMlC1quFjue/bw61btNhpTSSISO3iiEitHTvoeqgfPs/iIMPkG7ggSX7k33/Nl5/v0YNu1vLcc0BUFA2Qg4NpRSk0VNnEySEhwB9/0AWpVy/D/D4iz6FI7s64J0Ic1C9yobZA5OnIzTkI0IT98mV5g0idznzOQWOo7RwULiN7i0cwroetlYoF33xDDrKZM8lZJZenn6ZJz7lzQPnytrUtePNN+14vsLaCspi8KbE4J4QR/QUgORQsSGOC7Gwaf8iJftBfjDA3LrKEOB+YWnTNr4jzau58jDod8PHH9PfJk8qFOLoCly9TipLmzWlhyxQnT5LLuHZt67+r5sjOpsX2S5cMRX4WBz2T4sXpuzZgADB/Pj2Wng78+iu5/uxFpFWwZkFTRGw5QhzUaKQUWAIWBxkm38DOwfyIPQNgc4wcSQOqggWpjfBw5dsKCgI6d6ZwDz8/4+IgOwfdG3NhxexgUAdrnINiECkn/2hSknRsueKgs5yDpsTBa9cotYES4ZWMutgrDtoikGVnSxMeVxKcLX3Pc6Pk5M1cpVZzaDSSo0VuuFtCAm3tLWwm2n340L7juBpCiMotDt65Q1svL/MV6/Mjf/1FhYksFbl67z1aFFe60quPD+XNzJ3vUHwGLA56Jvo5Uf/8k6qIK5G6SfyWo6Lkv8aRzkFjhITQnNJUxAbDMC4Di4Puhk5HA/P8uDojworZOeje/PwzMG+eVC0Q4LBitbl8mcI+5IQuWrPCHBBAISUrVhiGsZlDbWHYkmjy66/As88Cs2er0x9GOYSwY6s4KL4Twl0qB30hUQlxMD4eOHCAKq3ag7iOqi0OJicD16/T3/rFGORi7aTVz4+KWdkrcImQZkcUYXMmZcsCLVoYOlp//53yDgIkWMhxkOcndu2irbEqxfqI6AVHVSzOjXAOcs5Bz6RJExLHxG8PAE6ftu+YJ05I1yBbnINK5xxcvhzo1g1YtMjw8ZgYauvCBWXbYxhGcVgczI+sXQu0bAl88EHe5x48ACpVIqFNOHhsZfx4srwfP27fcfTZu5cKn4hKbvpwWLFn0K4d8MYb0mQU4IIkahMZSWEfPjIyS4hJs5zJuq8vDYC7dZOfjiAqisK/6tSRt7+9WAordtSgmXE8opiEfp4va7BFIBLXKz8/Zap/jx4N1KsH/PKLfcdxlnNQfAaRkdJvyRqs/f01b07jip9+sr4tfdxVHBw4ENi6la65Av3PuFQpyg3pDhEbt25RygyRM7RWLfP7i+iF+Hhl+3HkCL3nuV1hoaEk1LZooWx7jGvzzTeUY3DfPlrAunkT6NCBnjtzxvbjJiZK+XXbt7duUUx/0VfJvPIHD1IhqsOHlTsmwzCqwuJgfiQxEfj7b+Nhb6JScaFC9k9UNmwAfvtN2VXVBQuAl18md05uOKzYc2nQAJgwgUJ8GNfCmrBiW3j6aTqfzZ3rmOPnJiqK3DKmhAtrwxoZ10G4MCpXtu31IhTemu+6tSKcJZRaKLE156C94qBY+LM2pFjw9ttUHMRcrjhHYM0iSH5H3ym4Ywe5LpUOrVWbM2eo+uuIEZJAbcm5KsRBpZ2Ds2YBzzwj5ZcTREWRaLhihbLtMa7NlSt0bdI/t4ictkeP2n7cFSsor2WxYhSRYw2RkUDr1pSfPjPT9j7kRuSbLV1auWMyDKMqXJAkPyISvRoLOxLioJxE3pZwRAJZ0efcyWoBEgnef1/9SQGjHv/8Q6v6cXGGCf/r16cb43hSU4Hhw2nx4LPPyO1nDmsmzTt3ShVjLbk2nMWmTeafZ3Ew/yLEwSpVbHu9EAetyQNlbfiuJZQSB6tVo9+sXBdl3br0f+s7um3h1i1yDdsSUgxQHi5n4K7OQWMYCyP+5x/bq3y7AgkJlJri66/pvo+P5bQZjhIHhUCinzqF8Vz0iyYJRKTEgQO2H7ddO8qPHBxsvUs7KAjYuNH2tk1x+TJtjV13nnuOUk4sXWq7u59hGIfD4mB+xJw4KB5TQhwUOQCVdPJduUJb/cS8grp13atiHpOX338Hpk4FBg2SBvGMuqSkUM5HgKqyWqJWLRIT4+Is77tiBbkm3n3XenEwOZkGrEpWR7cFFgfzJzodMH06CYS2ioNi8maNOGitQ88SQhy0d1Fu/Hjr9vfzM5y82so771DFZbVSRLz0ErBnD/DFF+SCsZXmzclFZ2zhMj/z0ku0IDJnDtCrFz2mLw7GxlJYbX5P5/LUU4b3y5a1nDZDjENv3qTzh1LXnosXpT4wjFhw0D+/irnO8eM0JpObo1mfYsUM8xe6AkIcNOYcPHiQzjXWLFoxDKM6LA7mR8Tg9ckTugkRD5DcPXIrhZpDaedgVpYU7lGpkjLHZPIXx47RVj85OkCDIyEc2zqxZ+QhcpF6extWCzeFNaK9CCm0xjWUnU2f+blz5Hx29uRcv2qpVuu46vCMsmg0QJ8+9h2jYkVgyRLrJlwxMSSIKbEgB7hHeo2AAKn4grUkJAD//kvjGjkLEvHxVGHc3t9p4cLKjJtcjYcPaaFDq5Ue03eLd+9OCzr5sYidPuHh5AQULkA51yAh1qSl0RhECPP2kJEB3L5Nfwtnoj6FC5NwfvGi6wk7jGMQi03655eYGAozv32bclQ2buycvmVlkTBuKYJEDo8fS3NQY+KgI6LRGIZRHJ715EeCg6Vy8LkTKYtk+0qUixcncqUmKZcuUW6LoCC6MOYmK0vKzcG4H1otOTwACjvV59AhStjcvbv6/fI0hDioRPGE3NgiDnp7SxP7EyeU75M+16+TEGkuIXx4OG212vzvpmGsIzwc6NnTuoIB1auTuPL++8r0QanCXNYmmddqgcGDgd69nStMLl8ONGsGTJ4sb/+EBNoWKeK4PuVnxPleX6wVzsFq1aTQ2/w8Yd+9m36HQhh8/nlg7FjLrwsOpgiGZcvkLZTJQQhB3t7SQpM+KSmU2iMtTZn2GNfHmHNQoyG3819/2Z5K6dtvKdfgw4e2vb5jRxIFlcqBKVyDhQoZmlYESs8pGYZxCCwO5lfEgE64rQSWKnFagzi5KzVoFFW5KlY0vsp/5QqtNnHuOfW5fBnYv9+xA9Z//6VBTFAQJUDXR4RUpKQ4rn2GEJNFY3mnjKHVkqPv+HHzgkNGhjQ4tDbfWPXqtFWyMrox7t+n85C5BYiAAGD2bGDhQvnvEeN8du+mZP/5PRzcHnHw0SPKYXX7tlQtWG4+NS8vKhi2ZIntRTlSUynJfZ8+0nnGWqwN6xfioL2uP52OhKJJk/K3UJYbcU3XXwwKCaGxVvHi7uHm2blTqlAM0P8kx+2u0VCKkxdftN3pmhv9/HLGxrmiHRYHPQdjzkGAQv7btTMupFlCp6P0LX372p4nVYxvlCrClJBA329TxUiEaUXMUxmGcUkUFwezsrIwduxYlC5dGoGBgShTpgw++ugjaPVDGhj7KV2aLOmpqYaPN2lC+X6UyN2n9KDx339pa6qSpH44FX9fHI9OJw0qnn6aRFkh7jiCXbtoW7du3hAGpZLwM5bJyKCtXOdgejrlZqpRw7xgcfkyhQgXKGB9uJTIF+Vo56DID2fJWT10KNCvn215gBjnMG0aVQj97Tf7jrNxI1UZvXVL3v7375N4rtTCxlNPAePGAa++at3rdDpKcl+vHv3+RDipNd9h8bsQvxNruXMH2LwZ+N//bBfWrREH09IkF4q94qBGA3z4ITBxohQW6g4IEUpf/KpblyI51q93D3Hw8GHaitBMeyrA2ospIUggPofcY3fGPcnOpvDyqChlcroKHj6UrjnGcrjLQRQxUUocbN2axvCmCp3op2xhGMZlUTzn4IwZM/Dtt99i0aJFqFq1Kg4dOoRXXnkFoaGheOedd5RuznP5/Xfjq5Ivv0w3JXj3XWDYMPurFwr69qUwFmOhFoBhQvfkZNtW0xj5bN9Oq5YDB1JI1qNHtPJnSry1l927aZs7pBhg56CaWBtWHBhIn09KCg0iTbmS9UOKrU3sLsRBRzsHheihVGVZxnW4c4e2tk6UBO+/T9/D9evlidzTp1PV7/feAz791L62AUqv8NFH1r8uKQm4cCHv49Z810NDSRizVRwUolpUlO3FHayZsAohxsdHmVQqkZH0Pt67B5QrZ//xXAFjYcX6VKwIvPVW/s4DLb4r7dvTIuQ//9AimByB+vhx+t089ZQyn3nlysB335kW5dk56Fl4e5se16Sn02LWjRvABx9Yd868fp22hQrRGM0WlBYHAZqXmjoXc7E3hskXKC4O7t27F126dMGzzz4LAChVqhR++eUXHDp0SOmmPBs1kuQrJQoKihUD/vteGMXfnwb5WVnkUGJx0LF8+SUNTjIySBw8d866Kp3WsncvbY2Jg8I5mJbGRSAcjS05BwsVovym9+6ZrjJnS75BgQgrPnOG8pIqkRzbGHLFwdOnKc1BlSpSCgfGtRFuBJEz0laE40fuuVA415x9vRLhtQBda2/dIiHCGgef+F3YGvYlBNqiRW17PWDdBFI/l5cSlWYLFaIwbFvD9FwRY2HF+tSsCXzzjeP7oWQ14NyI83rNmrQ4rtXKv4Z8/DEJNHPmAG+/bX9fSpQABgww/bwQclgcZAAyTQDA669b5yy8do22xvK3y8Xaa529RETQNcbafLgMYw88p7Qaxd+txo0bY8uWLTj330Tx2LFj2LVrFzp06GB0//T0dDx+/NjgxtjB9etSlc38hkajXDJ2xjwPHgCrV9Pfb70lDRL0J5hKs3o1uQebNs37nP4qO7sHHUudOjQB3rRJ/mvEoNXcpPn110kA/vBD6/tUsiSJKxkZksjoCOQWbBo3jhYy1q1zXF8YZRFikilnulxsFQeVWkzLyqIUHNYuqIpzd6lS5HoErHfI2htWrO8ctBXx+aWlWQ699PKidBi1atnenj7iPKekk8bZxMVRGLESzkpbmDeP+vDdd45rQ3/RZ+lSKjAiV4gU7im1BGF2DjICf39pIUWIfXJxRXGwb18qKnjqlPHnP/qIxmC2OOMZ69myhRYqfvrJ2T1xHuvX04Lxr786uyf5CsXFwQ8++AAvv/wyKlWqBF9fX8TFxWHYsGF42USo67Rp0xAaGppzi7HnROdJxMcDLVtSfiF96tWjwfWxY/a3ceoUTfjHjLH/WLdvU/VBS1WxhDgoVtMYx/Drr+TQqlGDXFui0qMjxcGKFYGGDSWXoD76IU9q5h28dAmYOxc4f169Np2Nvz8QG0uCnFzkiIOhoTRRz11sRg5eXkCHDpQvVWnHsj5ynYMc/pK/0Gol4dde56Cc77o+IlebUs7BR48oNLFOHRIK5aJftVd8z/VTdchB/C6cKQ6GhFAEAWBZpKtRgxYk1qyxvT19rP3s8wMrVlCxsYoVjT+v1dL7HB/vmPbv3qUcgJs3O+b4gH3pIpT+zA8epP/VVN7Kp5+mBVJrf5tM/uTPPylVxNChxp8XaTBsFQftSaOhtDi4fj2wciXNLYzhKOcwY5y9eyl/cr9+Uq5xT+PZZ8ls9NJLzu5JvkJxcfDXX3/F4sWLsXTpUhw5cgSLFi3CZ599hkWLFhndf9SoUUhMTMy5XbP2BOmpFCgA/P03VSbUX4FUslpxQgLwww/AqlX2H2vTJmD8eEoab442bWjLtnPHIlaShAgrxEG1wgty4+VFObvGj1euaqAc3nmHqhVaEq09HTXCT5YtA7791jrR0loCAqhCp6WwRxYH8xeJidI1w1lhxUqJ2voiozVFIurXp4no5MmS897awhpKhRXbIw5qNJTH8euvHbtQYAx3FActcesW/d9lyzpm3NWyJW1//91xhV7Cw8kZqbY4mJVFv7c9e6THpk2jwgzLlxt/zXffUb5nUTyFcW+uXaM0JTduGH9eGGJEDkG5iP3tMdSULAm0akWFLO0lI0O6ZhYvbv/xGPvRH8OIa7OnkR+jKF0AxXMOvv/++/jwww/x0n8qbfXq1XH16lVMmzYN/fr1y7O/v78//K3JfcUQERE0cE5KohXfChVotUaEZCoRQqJkFbu//6Ztixbm95s3D5gyhUNLHUlqKjkJAOCFF2jraOdgQgLlNYqKogIoxlAimb+1tG5NrpNNmyghtCdw5AiwZAm5k15/Xd5r5Eyg5syhynwvvWR9tWK1ePddulmCxcH8hcg3GBRkXS5NYzg756C/P+UJzMggkU/utbxoUaBTJ/pbCBPWuninTQOmTrV9/CDGCvbkHATk/UYdgdohpq6AGOdlZdF3Tsnx+E8/GS4uFytGArb4niqFPako7BEHf/iBFjTHj5eEVXEce6tnM+6BperVQtyz1hgzbhzl1yxf3va+ValiXXoZc9y6RVs/P9O5E8+eJQdlgQK8IK8G+oLg7dv2CcmMR6G4czAlJQVeuRI/ent7Q8vqrbJoNJLD5soV2uqHAikRsiAmO2LyYw9yxUGALqIlS1KIdGQkcPGi/e0zEpcv00C2YEFpha9ePWDUKODFFx3T5pUrwKRJlp2janLrlpTrcNcuy/mt3IWTJ4GZM8nJIZeWLYERI8yvME+bRvvYs0KZnU0ujDNnbD+GErA4mL+IiAC+/x745BP7jyUmNs4sSGJv7t3u3YG//jLtXjJFoUJ0/bW1INBPP5HA9Oqrtr3eWmbNohQJY8cqc7zevYEdO2ji7Q5kZJBQW7Kk6e+SfpoPJRaC9dm8mcIM9Tl3ThqzugL2iIMHD+Z9zJIYxHgW+kWTjGFrWHG5ckC7duT4dQVu3qRtdLTp8OHsbGDjRnLOMo5H36ntqc7BefNoywVJrEJx52CnTp3w8ccfIzY2FlWrVsU///yDmTNn4lW1BoueROnSlBfw/HkKxxWhQMHBUs4ee1DKOXjlCt28va0Lpbh/nybnt265zgXQHQgLIyEnPV26iNepQzdHIScf2P37NLAuUsT+ogJyWLtWqiqYng7s3CmFtbsztlQr7tyZbqbQ6SQhTbhvbGHkSBIuhw4FZs+2/TjGSEwkd7WcioDi+yccaYxrExYm3wVriQYNgF9+kR/e/tJL5N63IfdTVloWUh+kIiQ6l7BYsCBNKq0RB9eto+9r48bU93btrO6PIvj62l9t/No1ygcbE2O6OjpAE55r15QTtUqXppu7kJYmRQOYqlrt40PpFtLSSOi25/ydm6NHadu5MzkGAUofUqSI61SBt8ctmp1N24gIqSKmJXFw+HBy7o8bp0x1ZMa1cZRzUEkyM+m76+1t+zFE2HR0tOl99MdVXEHW8bA4SNFxWVnmv5dMHhT/ZX755Zd47rnnMGjQIFSuXBnvvfce3nzzTUyePFnpphgRMnTkCG2Fc1CpqnRCHMzMtC+Z6c6dtK1Txzp3hchb5Kg8NZ5KdDRVlJ0wQb02hchi7rv5yisU6qpWuMHVq4b39+5Vp11nI8RBU5NFW0hJkc4R9gi7YsIoQlSU5KuvaCAux13GzkHPpUQJEvwaNJC3/8SJwIIFNi1gHSrzAryLF8XpRbkcSLY4B2fOJOfbrl1W9yOHo0eBIUOUcWDaw5QpQPPmwOLF5vcT7w8XdzCOONcD5heDlEwhI3j4UHKAf/klsHu3lOP48mXl2jlxgqox9+lj2+vLlKH8lnPmWP9acZ2aMYOEjuxs6ZphSgxKTibByNaiP0z+wpJzsHlzWtixppp3RgZ95xYtsq5olTFq1qSx4IED9h1HiIPm8g0Kc4BOx99/NdCfO3vqPDosjPLKd+3q7J7kKxR3DoaEhGDWrFmYNWuW0odmcvP007Q9fJi2wp2ltDgI2LeifOECbWvUsO51Im+ZI4QCxhCtlgbsd++SiGvPCqIx5Hw3xXO2JsO3ltzioFrtOhsh4lnjHMzOpsHF48ck4OZGVBX185NCtW1BTPKVHjjqdFSVOi1NXrLsSpWAL77gxNr5hYsXyWlWujSFW+UD/vl8K+rfopBL3eDB0PbaBy+f/9Zrxe/AmpQe+tWKbSU+noSSevXIxWsNSUk0AC9alCat9kQvyM2Bq7Q4mJgI/PwzLXZY+/+7IqJYnb+/+UqhwcEkYiglDqanAz16kHBRrhwtysTGSulllBQHb9+m8F79wnzWEB5Ok0dbEClvxMLA/ftS7kFT42VRcM3W/jL5C0s5KIsVsz5H861btMDv5ycJ7rYiXN72FptLSaHzjLkxk78/pTFITqbFA3uLhzGmSUszHEd7onPw0iWKEKtcmQrvMLJhT29+plYtElSKFaMBSdGiwJtvUr4hJRDhJoB9g8b4eNrGxlr3OhYHHcO+fRSOru8q0OkosXGDBo5Jxi6cg+YGA84SB6tWpa0SuTXzA7aEFZ89S44qU2kBhFsiIsL8JNQSotqk0uLgo0fSyna3bpb3L1YMGDYMeP55ZfvBOIbffqOUAFOnKnO8w4fJaSoW3kyh1dL1KSnJqkqvOq0OPhPH5NyvmnwQe976WdqhVy/Ko1exovw+KyEO2lOt+PZtYMsW4I8/7E9rIibScsVBW6rUGiMlhUI9R41yjyqH+uKgOZR0Dt64ATRrRkJgcDDwv/9J1wThDFdSHBTXCqW+A3LRaiU3zs2bwL//SgJLRITp3wCLg55F4cI0nrDnvJwb8b2LirJvvAVI/bJXHBw1ivJ2T59ufj8xB+CoDMcSEEDn86FD6b4nioP799P/360bXYesrQjuwSjuHGRUJCaGTrDi4lCtGvDtt8q2ceECrfTYszI/bx6FsFrrKBJhxSwOKkvfvpSn8u+/KaQBIKdgoUI0QEhIsL/aZG5c2Tk4ZgxNWjzFJWaLOCgm6w8ekBsk98RHXxy0BzHBs7UQgylEsuyICPucjUrx1VckovTta3s4HCOh1PdP8M03FCo8cSItwpni7l0pl012tuyJ2vkVJ1A9aR9SEYADNd9Es6OzEbrsW+D7frTDG29Y11+tVprc2TMJFedgW8R5/QmrvcidsCrtHBRuL62WrkNq5L51JEKAEoKUKXr0ABo1UuazW7KEHHXh4VQQR79itsjnqGRBEiXEwX37SNRs0kT+78fLi9p++WUK5x8xggSS77+XchEaIzCQtp5SAM3T2bzZ8j7LllHOwV695OVGE3MiJX6vYmxnrzgI0PXP0rgyIoJEGhYHHU+BArTI3aGD+dy97orI45mURLkHly1zXNFNN4PFwfyMvStGclBCMPHzsy35tHAOemquBEeQlSWt2ufOkVWkiCQOKo2cnINqioNZWdIqUpMmNhUTyLfYknNQOAJF4ZHcEyilxUGlnYNy8uHk5sABctE2bWqYYkEJ9u+nScPWrZQzy9k53vI7cpzJ1lClCm1Pnza/n3BaFShgVXL1W79sQwUApyKbofKiD5Fd40tUT9qH+G2XENvchkH8gweS001OwR1T2PP7E78xa0PkjOGssGI/P8qL/OQJhYh6ijg4caJybY4cSUVHbt/OK3QIcfDaNcplbW/hGkAZcXDgQODYMcr91r69/Nd5eZGb/rffaLGxUCHLhZHYOcjkZvJkutbUri1PHBRzIiXOtUqKg3KIjKTfKn//1cHdimxZQ26noCe6J22Ew4rdgTt3aPVy1y6aJJlbtcxPlCoFVK/uuSc2R3DtGgljxnKDiAmZI06g48ZRQvJ+/UzvI8RBNSrE3rxJvxNfX2UGWPmJd9+lsHJrcmp5e0sTZWODyFatyH1hb65ZR4mDwjloTcWyzp2BZ5+lvCVKI3JVabWU403tgbJWS8UCrAiFdWmUFgdFXk1RUMEUIhWBNYW2APjv2w4ASKrVDEWeisLRiJYAgEsf/0I7JCZSKL/cCpZCRIuIsE9wEb+/1FTri5DZIsCbQm5YcZky9FnZI4jmRhzLEek11MbPD4iLk1JnqIWXl/FzbdGiNPbQapWrzqqEOGhP8TtR1VxuQQcWB5ncWFsAzdWcgzodRSF17275vLl5MxkAOne2vT3GMn/9RQsVS5Y4uyfOQ4iDYuGWxUHZsDjoDsyeTXbZJk3oIqNkFdovv6QQp4MHLe9rjAcPKHRu3DjrJ6ItWgDHj1OIF2M/e/ZIq+JlyuR1ujiyQmuJEkDDhuYdpGo6B0NC6Hv10Ud0wfjiC+VD8l2VQoXIGWWNUCZeBxgf/IWFUREDcyGYcihShMK8x49XVriyRRx05O9BiIMA5TlTO3XC8OH0HfjlF3XbFaxdCxw5Qu4hJVA6rFg4B8+eNV8NUjgHrRAHtVlalL9F4mBkj+YAgJQuPQEAxXcuo52+/JKK4kyeLO+gSuQbBAwdeNYK9EqKg+L/uH/f/GLn//5Hjps6dexvUyDOc6LIUn6mRg36na1bZ36/zEz6Ddmbd/fxY/PnbS8v4McfgQ0blEtdIr6n9hTisyVK5euvKUTt5Em6f+0aMGAAnc/NER1NxQSFqMi4LydPksGhSxfz+1mbh8/VnIPx8cD27cCff5KL3hxWOOwZO9i/H/jhB2DbNjrnTp9umGfeExALUGJewuKgbPhX6g707EkXIIFS1YoBYM0ayqHy77+2vf7KFar+N3++OmHQjGk+/ZQmu4GBwJAheZ93lGtLLpUqUfLYnj0d31Z4OPDWW1Tx7do1yhc0Y4bj283PiEGkIx01ISHAlCnkalTyfFGtGrlWmzaV/xpHiYNPnkhijsh/qGal7MePgTlz6G+lq5LLIS0N6NiRBmxK5ZZU2jkYG0ufTUYG5d01hQ3OwYurTyNSdx/JCEKl3rUBANXGdIEWGpRPP4k7R29Jx5P7/tSsSYKrpWTwlvD2ltp2pjgYGQlMmkQLOGpHQoi8g+7gHJTLsGH0f3/+uX3H6dGDFgI3bTK9z8svU/EgSyKCXLy9aexiz2/flvzWBw5QOLG+GLh9u+Vz6osvUqEjpYonMa7LgwckEJ47Z34/ZzoHy5UDWremkGZb2bGDtrVqSTk1GecixpjFilHahFGjPEscy86W0sKIQoqe9P/bCeccdAeqVSPhp107uq/kpFrk2rJ1RdnWSsWM8hw6RNt166RCJPo4UhycPZscBT17mna3VKlC+6mNcMsoXQTDVfnf/2jA2r49UL++/NcJR42xFeaVKymX5TPPkFvF1ejc2fowFkeJg8I1WKgQCa5nzqgTSi/4+b+quBUrUpJmtRGhHkFBFGKYlGR/TkelnYNeXhSOuXs3rcBXqmR8P3FdtKL/NxdvRXkA/0Y0Qq0gCgEOLxuBfwNroFLqUVz8cQeK1rTynBQWRknHleDYMRJuhEgml9RUGnsoIQ76+JB72Bm4U1ixXJSoVpyZSb+X1FTrXen28Pnn9ouatjgHxW8zJoYW569eBVatsq7QF+PeiN+TpeuDtWONzz4DBg2SHO720KQJsHGjfcfYuZO2chZfV6+mgmz169MCEOMYxHcpMpIWTu7coXGmp8zFL1yghZvAQPqOf/EFi4NWwM5Bd6FNG6BCBfrbmgm/JYSLwFZxUNh6Y2Jse33LlnThPHzYttczhFYLjB4NvPaa6dDP1q0ppLNVK+XbnzyZQhkdUezEWi5fJpfgqVN0X/877i452MyxfDmFU8vNkSTo1IkclvouZcHPP1Muwz177O/fpUskZNsb4mYvjhYHy5aV3C5qOge//562gwc7x80tFoxSUmhS/uOP9h9zyhT6TSuZn7ZRI9qa+07bEFYcvG0NAOBJ/dYGj9+p1BwAkLV5m3MXLEqXpgUca12lf/xBYUvdujmmX7m5f58mOtWrS8VYlGDkSJrsukMV8VWryBlkqUiGEuLg2bMkDIaESDk7jXHsGLBokfXXH0diS85B8dsMCaF8u5cuKSPWMO6D3MUja8caFSqQGcRVhB7hHJQjDmZlkRj555+O7ZOnox9NIYwfao4znU2ZMqQb/PKLtFjF4qBs2DnoLmg0lFvm1Cmgbl3ljmtvHjh7nYMPHtBJTq1KWu6KlxeF0ZqjfXvrKvXJRaeTvj/mQt51Ojp5P3oElC/vuJDHP/6gcOLNmyn8SUzsMzNpcmupsmN+x5ZqxQDw6qumn9NfpbSXdu2A8+cpRMuaMGBzXLtGgoc1rg5HiYMpKeQYLFtWcumq6RwUYbJaLeWkee019doGpGsCQGLElSv2H7NvX/uPkZvXXiNB3FwezTJlgP79ZbtlE+MTUf3BNgBAyaGGeagC2jUH/pmF4he2AQW704NyBfJlyyiM5plnlAk1sxUlqs8KLl8mN1bZssYXFxMT6Xf94IGyeayMLX7kVx48oMUIc2IdoIw4KEK4qlY1/3ksWUKRLiNGKDtWtQdbworFb7NgQXJBixQRlti1i1JclC8PrF9vXT+Z/IW1zkE1xwG5ycggx7a159I7d2hhQKORwjfNERdH21OnaCzKTlvHIOZc4eHSvMtZKaOcga8v5XZ9+mm6Ds6dq66jPZ/DzkF3okAB5QdbcqsGmsJe56ASyXIZ55KcLOWNMpcXSKslJ1Hlyo4pAiEQTiDhkNQfuDnDrZaRoW4Im6hCquSgTMmwTqXD27OzyQ0VECAVJpGDtUnC5dKnD51PFy1StwgPQO9FcjL9PWwYOYosJdBXmtxVSp3tEDVFhQo02TGXQ6l5c3I+Dhsm65CnvtgAP2Tism8FlG5bwbC515pACw3KZvyLuwn/OZjl/gY++gjo3VsqjmAP27dTyJpwmDqLkSOpKNkffxh/Xji39IuoMIaIiriWzvX2po8BJCe+JfecWEBSquDLc89R5MzZs7Yfo3JlCnWcOVP+a/Sdg9aQlUUuQ/1FEsY9kSsOduxIC9Vy8lA+eQJMmwYsXKhcpEt0NJ0jrl61/rUipLhaNXl5P0uWpP0yM6VzBqM8QmgOC3N+PnlnExFBeRe5QrZsWBxkzCPyw9kqDooBm63hXiwOKsPGjcA//5ivDpqaSomTbS0+YwpxkfL1Nb+67u0tTfQcKZaIytuiwqW3t5Qc3RlhfE2b0vfcGuHKHoRz0BZxMCmJ3A6XLhk+7ghxUKnP4u5dEsW8vKyr5tqmDeUpcVSBHB8fYNYs6t877zimjdzoO4N8/gscEDkA1UJMisVEwh63EkDC+vr1knPJhdH+sRoAcLVG3kFqeNkInA8g19rF7f99JnIWDXQ6aVKnRAXUU6dolX3NGvmv+fdfSgHy9tv2ty+wtDDpKHHw2jUSihYsUPa4zkCIg5bc8Eo7B82htDi4fTsJK/ZUPi9cmNIsdOok/zX6zkFrEIsNqanWvc4eMjLUL+zDyBcHY2NpsbpCBfP7AXSuHz2a0rgolRZEjAVsmWdpNFQQy1gec1P7C/fgP/9Y3x4jD08OK9bpaEz99df2jy89FBYHXZiTJ+9gzJg/kZSU4bxO2CPOZWZSaBBgPjRLTvuelBzcEbz2Gtmr9+0zvc+ePVSk4LnnlG1bP6TY0mDG0U6qe/ekMEb976S9uTVtJTubCh4A1oU02YM94uBrr1Ho+dKlho+LiZ4rOgeF6Fq0qDQIlkO9euQIkzvotYVChehmTb/s5bXXgJdeorA2QH0Hi2hPOIzs/c3t20ffSUfkiNu7lwQvU3kRnzwhJ6YMB4c2S4tKVyiMMKx3R6P7JMTSgkXa8XOUBuL99y1P6u/fl9yfVjj0dVodtj37Kbb3mAOdVq//YoJqqcKmPpcuAX//TSGTSmFpYdJR4uCFC/SZf/qpssd1Bs4QB9V0Dup00nVCbQeprc5B8VmIz8bRnD9PfRw6VJ32GImAACrQJOYxSiDyYooiOkpgzzyvRw8S+awpJqimOPjHH5RuQ+1FUGdz8SIJyRUqeJ5z8PZtYM4cEghFeqq9e6kYoyvkvc8HsDjoovTqNQ/Vq5fF1KldEBvbHtevO6mSaqtWJPBt2WL9a319aQB48iRQooRt7ZurkMrIIysLuHGD/ja3MumoC4g4GcvJR+docVAUttG/YALAr7/SxLZcOce0awrh+PH3p9VXNbA15yAgCWVbt0qPpaRIEx3xe7UHpb+HYlDoCvlGnjyhPHXt20vh3WoSGgrMn09JmkUe2Nxhvo5mxAiqttimDd23d2VXiL+O+Hz//ptcZNu3G39+8GASVj77zOKh/l16BIV09/AYIag6oKHRfXS1SRwMvvAP8M03wIQJlnOvinNIVJRV+VKPzdmO5utGotmKd7C93khJIBTXiIsX6dohB3F9UaJSsUB8nqa+n44SB8U5TClnmzORKw7GxFDlcnvCrtq0oetDtWrm9xMLSEq8v/fvS45BewWYQ4do8ijXwf/wId2sjYoRn4VazsHffqNrzTffeI5zyFV4910af1gKF05JoeuynLB2sYisZG5ZsRBjzzzLGhejmuJg1640Xh00yPFtuRIFC9IYz8+PFrs2bHCPIltyEGOG6GjJqf3WW3SNO3LEef3KR7A46IKcPHkHS5cOBpAMQIOHD7fi6adfck5ngoOBUqWksEtr8famMBNb7e8cVmw/9+7RCrtGY168cZQ4eP48bcuWtbyvo8RB4ew5dIi2tWsbPt+0KVUntRT+oTQi7L5cOccVYMmNPTkHRSi2fui5cPX6+9t+ntBHTPaV+h4eO0ZbS0n5c5OaSquNtiyMmOLsWVps+ecfGrQdPkyD1k8+Ua4NuQiXmdrOwbZtadIknLv2ioNisqSkk0IgJv7CAZ8bK9xDCT9vAACciWoJ3yDjhTsKt6fzUpkHhwzdfOawMaQ4c6r0nWt+6DPs/3Al3SlRggbUmZnyi8U4QhwUCzXi+pEb8d7rL/Iogb44qGQVZGcgFoIsiYM1a9IC2Zgxtrf1xRckpltaCFbSOSgqv+tPAm3lnXdo8miuOrk+Pj40XrH2ui36qZZzUL9I0KpV6rTJWEd6OjBgAF0XxW/WFK7kHHz40Lbv8dNP029WzYiJo0fVa8sYSuWHtIUaNWjxRom0I/kB8T3WXzAS13WOQpQFi4MuyNixSwFko0CBOli06AAAX9y9+xc+/niDs7umPiVL0omtVCln9yT/Isq3FypkfiArJllPniibn6ZnTwr9mzTJ8r5CHFS6atvy5fT/jx1L93OLg85CiIOnTgHHj6vT5rJlFMpcr571rxVus9u3JZGxaFE63po1yuTAUVqkFm5Ra1Mb3LoFNGwIdOlieV+5iFBN4c6Kj6f8bmpN2tLTSVTRap3nHBQULUpisyWnkSXsEAfvnkrAtpYf4dzvJn57lsRB8R01V4X9P8IObgQApDdva3Kfsl2rIx1+iNA9wLV1x4EzZywPZm0QB88tP4E6d/9CNrywuyTl1Az96mMSJL28pJBzuaHF4jNQ0r0p+nD5snEHY1AQUKmS8hOewoVpoUOrNf255xfCw+l9LFrU2T2REOLgw4f2i69CHFTC8S/OH0J8cRRCqE1PVycPoL7g88svjm+PsZ7QUGnsZGns6wjnoK3i4IwZ1Pdp06x7XeXKtKBkypHvCJzpBJ83j87BwpzgaK5epWJzkyer056rYUwcZKORVbA46IJs3PgTAKBjx/7o27c2atWiJN9TpryPrCwnrGRPmEB5qqwdNHXsCPTta58zpX17WvGZNcv2Y3g6Qhy0NEHQd2AomXuvYEESouSIM6KPShfnuHyZBgddu1L48PPPGz6/eTN9x9S2nOtXWFy+XJ02K1Wiqua2OG7ExFmnk9xC/v50PFH92V6aNaOE2x06KHM8W8VBUTAjOdnyar5cxOddsaJhG0qL4aZYu5Y+9yZNJOegmuJgQgIJocePk0B/4IDpfH5ysVGY0ml1iG/aG83/noDSz9fC9u5GciYJcfD6dePfAf18qmZ4fP0xqiaSI6nUm6bFQb9gP1woUIOafPsTyt+2YoX5f8QGcfDmV3TMQ1GdUGnDbCQjCJVTj+DIjE20g7V5B4WAqURaAUHx4iSkZGUZdzD27UviqTUVZuXg4wNUp8Iw+T5h/ocf0mf4/vuW983OpomTLYU9kpLkVz0vVAj4+WdaTLLXTSPEQTlRCZYQYouc3L/x8ZS3dcQI69uJiKBzVZMm6uQAa9MGePll+rtAAfmpAhj7GTyYIlI2bTK/n5eXNBYQxd1M4UrOwXXraJHY1rRRarB5M211Oue594YNo/d2xgx12rt6FfjhB2DxYrp/5Qrw/ffA77+r076zEeMRdg7aDIuDLsYff5xCaupRAL6YPPlFAMCvv44BUBBpaSfw1Vc71O/UggV0s2YSmZxME9Gff7Y/3IOxD7nioL+/FGrqrMS1bdpQfowGDZQ9rqiuW7UqDdZyD2YWLQKGDzfMpacG+uKgiyULzsgw4mrQaKT3zlGiUsuWwMcfW1c50hTZ2ZSI/cUXrc/paM1qvlxMiYNq5YISon9ICCXp/vVXYOJEddoGaOW8WzegXz/ljikWEqycLO37YAVqPdgELTTwRRYarnwPN/bmWsgqUoQcajqd8UUumc7BM9/8DV9k4YpvOcQ2L2N233ulKXQ/I+k/MdJSAu3Bg2mS9uqr5vfTI/jEXgBAWuNWiKxYCIdqDqA2v/6OdhDioNywYuHKkJNXVi5eXuRIWbBAmUJHuUh9kIp/f/nHePj200/T1pPyE5UuTd/3Eyesf+20aSQ8DR9ueV9fX6B3b1r4tTeVRlYWnaeVFAflLILfukXnzpUrrW/Hx4cW1nbscMj3Og+tW1MBMZ2OFhrUDOX0dI4dozB1kQLBHOK7YEkcdIRzsHJlGntb4+I/f57OFT4+wLPPKtcXpWnYkM45MTHqFxwU9O9PW3ujJOSiX6kYoO/hG2+4R5EtObBz0G5YHHQx1qwh23FYWCOUL08D7bJlI1Cx4gsAgG+++Vn9TtnyoxITmsBAZSt1MdYjVxwElA/p1Gppdf3rr+XlJnnuOaoy1da0u8YmRHiYqeThIs+dnEGckui3p5ZANHMmDRJMhFns2nUFBQs2RmBgcSxfbmSimDscdc8eOuYOJyxcWMLbm1wzy5ZZX1XSmtV8uQhxUIgvjgqjN4W+OCiKECgtxJtDCHlK5qazIaxYp9WhyJxxAIAdTcbiSHhL+CILF97MlftRo5FSWhgLMRW/WQsu3PQ/KSXI1UqWz2uaGuQcLJD83zVUnL9NUb48CS2VKlk8NkBVk8vfp6r1RbrQZx85mHIaV7q5FdkZ2fSbSUyU79jPyrKc0zYXOq0OR2dtw7UdZkJ3hw0DXnklr4iSlWWXm/fqlgu4WawWKvV8GtvbfJx3B5Ew35PEQSHsWvq+GUO4McT5Ui0mTaLf4Acf2H8sMT6SM861tVIx41mIfLpyclnLFQe//RZYvx5o0cK+vunTpQsVrHj3XfmvEY72Fi1sE7kHDaJx0Nq11r/WGgIDyaxy9qz6Fc0FSlSDt4bc4qCnVSvmnIN2w+Kgi3HqFE0eixc3TJ4/eDBVGTp//nc8eKBSlTOBqGRlTQlwpZwEOh2FVkVGOj4XjDPQ6YCRI4FRoxxneW/ViiZ5PXta3nfQIArpVGpF+9o1SlQ+fLhzV6wtiYNikK/2yuKhQ1IxCrXEwYkT6TtnZBB69uw9NG1aF0+e7IZWewc9ez6PmzdzvSdDh1LIQsP/Kq6uX0+Dyl9/VaZ/6enAhQvA6dP2Hef4ceDLL+07htwBuxwyM007B9PT1aleKb7fzhok61cWTk6mUNjISPkhicaYMYOcS1a4hy6uOYOyGWeQDj/ELX4Xmv9ykdY7MR93T+YSR8Q5Q4TvCnQ62c7BkmdJHAzsYlkcDGtUFQAQnfbfOcsWscYMl9b9i1AkIhlBKNf9KQBApd61kYiCCNc9xNll/9D/Y813ZNcuEuysmLDuHfYrag5vgZhmZbAvuhseXbZCIN++nSY8IlzSCtIepcGnbUuUzTgDAGi8ZSJO/XjAcKfOnWmx47ffrD6+SzFkCOVsluNwE+KYPeKgXHF4505g4ULJ0W8vSowtxERSzjhXqfOoGiG+Bw+Syyszk85ZagkUjHXioNwUIxUr0uK5IwpwWYMQB3v0sO31t27R99KRBdFOnKBIJHtTl9hDfLw0tlPrt5c73YnYeoo4OH06pRPSr84szu8sDsqCxUEXIz6ecvyUL1/B4PG33moMb++SAB5j0qQ/1e2ULeKgUjmINBpaBXjwwHF24CdPqGCGMyznV6+Si2v6dPkhXNZSsyZV4pNj/Z8wgUI6lcohcuECbcuUkT+Af/iQRDOlqvlptdJ7W8ZESJ+znIOAlPtNrQu3cNwYqVY8btyv0Onuwte3HLy9SyAj4yx69JhquFPXrhTCKEQTpfONHT1Kbih7cg6eOwfUr08iqD1J38X/pIRAc/cu9al4canYQnAwORQBdcRhfcdLVhblufzhB/XyUOmLg4GBNHB+8MC+QXOvXpRbzYoFjetfklhyvPAzCI0NRc1hzXE6qBYCkI7Tk/5nuPPcufTZvf664eOZmZT3rmtXs+Lg1S0XUDLrEjLgiyqDLYtnJTuQOFhcdx2PEWz5uzd/PgktMt2nt5ZT7sPzoXVyqib7BPjg3yjqW8ISC/mxTOHlZVWYaMDi73P+rn9rFR5WrIeE47kWAB8/pgq4ud0lO3fSeczL+iHswWFLUDz7Gm55Fcf+qC7wQTaC3uyN5IRkaSeRE85ZIrpSXLhAiyRyxja2jPMEYjFY7jVg8mRyhO7ebX1bjkL8/2o4Bw8epMUMRxdG0+noe1yhAuUfK1KEwkcZdRDXNTnfEyUXIm1FFJmzxOPHlC8YoIUUW7BnMUIuJ04AX31FkSPOYvx4ipwCaEFUDTzdOVikCKUG0Z/H1qlDhWHGjXNev/IRLA66GPfukbMkLq6iweM+Pl6oV68XAGDZMpVDi20JKxaCgRI5iByZKyAtjdwODRrQifSnn5RvwxwFCkh/79qlbttqcP48ba2pJlihAp3I//1XmT7cvEmDHm9v06Kn2s7BXbsoTxggCQtqiEM6nTQANCIObthAg6hnnx2MoUMp0f/Bg4vNF0JSWhwUAxlb34/sbJp4pqbS6ro9rjThRhMity1cvgyMGUN5b7ZuJaFaiBpeXuqGFus7XjQaCuN//XX1wpr1xUEvL+n8p7KbpcgeEgdT23UDAGi8NEhoRc7qsI25HLAxMfTdzl2J28+PHAkrV5rNq3v1B0qIfiqsEYKjLDtIQkuG4ZYXFVe5ipKWxZr33qPvu1xRZy/lG3xU2TCcPK0xFRQqeHAzCZ8DB1JRMXt+Pya4dfA6aj78GwCwf9QqXPeORenM8zj7/FjDHY8doxykb79t+Li4VjZpYlW72iwton/5HABwtsNwVNzzI256l0DpzPM43NyKkDpbSU8nsVMtxAKbqJBrDjWdg2JcaE8F0dOnKVda7962H0OfChWAb76hSAdL2OscLFyYXJNnzthWAEYuT55Ii4HVq9PndOKE/VWiGXlY4xwcMoQKl+i7nXJz9y4wdSqwZIky/RMkJdE4xN9fXgTD0aO0jY213cGohjgorolnz9LC7AsvOK4tUxzQc6U7O6w4NVW+AOxulCpFeRdbt3Z2T/IFLA66EFlZWqSnk5jSuHGFPM+PGUMXjYSE9ThzRsWkmvaEFSshGDhKHNRqyVEnqplmZwN/quzKLFyYJncAuSEcwd9/04RQzqrVo0ck6Cn1XouwIWvEQSHIiEqE9pKeTqvlzZqZdi+q7Rz8+WeaeP/yi7qrevoDg1zi4P791/D48S4AGowZ8zzGj+8EIBTZ2dcNCyElJdEgVoSqKS0OioljYqJtjrYdOygPYnAwffftyQvVsyeF5Ldvb/sx3n6bBvQDqOhDnu/gkSP0HsrMGWcX+jkHvb2l771aIe364iBgfy6ea9eAv/4yLOxjgRt741El5TC00KDySMn1UGE0VTCv8XgXbh28blt/jOC9h347iXHyQ25vhFPi8kcINz95ys6WzhsynZORN44BAAKa1DF4vES/ZwAAVR7uRkaaliaga9dSpWZz3LxJxW3MTWpzcXbCUnhBh2MFm6De1C549C0Jsg3P/YiLa85IO1b+L73K5cvS+5CZmSNwonFj2W0CwD+fbUHZjDNIREE8PXcAwkqH4/a0hQCApmfm4fIGverMf/5J6RI2brSqDbPMnEnv1dy5yh3THEIcNLIQlIf8Jg5euEALiEotIhYqBLz1ljwnlL3OwdhYWhjJyLBv4ckSYsweHEzh5X5+dK7NnSKBUR6tVhpzyxEHGzakFEDmfkPnz9NCo9LupwIFpEUgOWP/0qWldEG2ooY4KI4dFgbs329/qhprSUszPD85SxzUX8TwBPfg6NGUbsYZkWBuAouDLsS+ffEA0gH4oXHjUnme79ChEoKCagPIxrhxKtqkrcnFIkhNpUmwks5BpXIFrFxJt379gO/+q87Yty9tnWHpF+4HRzkHe/emgYecQfSIEbSCPn++Mm2LYgFCDJCDEm6t3MfbsAHYssX0Pmo7Bw8eJBefnx+93wsW2J8fTw5mxMHp05cDAEJDm6B27eIICwtAxYokmMydu1ja8coVEltfe43uK7kQANCARri0bJk8ClG5aVPKaWcPHTrQAsJTT9n2+hs3SLwCgD/+IFE1NyLvng0hklZTty65BatUoftqF0QxJQ7a+rvbuJE+IysmKRc+WwUAOFGwEQpXk4o0RdeLwfGQRgCAc9OWSy9ISaGCB23bGrp8MjLoOTO5YnVaHUpfp0Wf0I7yXW5JJSm0WFuoKBXlMNWGvqhrIe+h6E9MCgmphZsa5jUu06ESHmnCEIB0XPzzlOSytiQO3r5NjlgrKr2H7qXfRGIHyhlY7fX62FesK7yhxe0hk6UdCxWSKgdvoLyNOHqU3vfwcOl7LJPU+eS4OVa1FwqWoAnT0+8/gwNFKOXG1XF6172NG0nM277dqjbMcugQfZaDBlGVaUfkGd68mRYcMjIk15gc56CtYcU6nfXioGjLnor3YuKnRsVfU23b6hz08pIql65fr0yfjCE+y8KFybkuxPbjxx3XJkOkpZGrLiTEMELIHsT1U05xQWvQaKRjnjtnfl+A3PTDhtHNVkR7jswlL8TBWrVoa+lapjSXL9P50ceHRNfVq9Vpd+5cGqe/+ird9/GRxlruLg6mpVEO6g8/zJtSaNs2yiPsgGgId4PFQRdi5046Kfv7l4Ofn/HcPe3a0er8xo0qioPdu9OJZvlyi7vm8OGHNDiVE6JhCVvESXMMH07/U+vWNJidP59cPbVrq+Pe0WfVKsk5duaM8slStVrpfXNGtWJrKiULlHYOyqFRIxJxvvrK8W2lpVFoD0Dh05GRFBYoJyekvehX+PTzM3jq4EESpxs2lPoxcCClMjh/fiUyMv670IpqxQ8f0sq40s5BHx9pxdOW34MYACqVN9MeFi0yDOEaOtR5fQFIkPjf/6Tvmnif1XIOzp5NgovI/SlEeVtX1G2oVFxwKzleHzbvlue5B027AgAC9ugtJAQEUIXIjRsNnQcbN9KkTxTmMcKNPVcRnX0dmfBBxb71ZPfRuzqJg8HaRMpZlDukOafD/y1mhYTQ5N8Cd47eQgiSkAVvxDQ3LOCi8dLgYjjlQLu77qB8cdDKFCLaLC3KPKIqwFE9GuU8HvopuWFqXV2Bhxf1FumEa1ekYRAO+0aNrBLUUx+k4qmLlEQ/bHAvg+d0r5Grt+qhhchI+m8BRXynxHdMCfQdW998o1xeXX2ef54mw6LiNCDPuVS5MoXdtWplXXsZGbTQ2rmz/MVgMVkXDlBbEBM8MyH9VrN/P50fLbmZPv6Yrn8TJtjelpi4T57suEVpMfYTYqxY5BLjD7VITKTxtliM9wSCgkjMe/xYnjiYkUHjhXHjTOdJFtcfkbNYScR5duFC5Y9tDDXDisUCU2KiurnlxRymenUaH8txcCtBcDAtOusvnCxdSmMWZxeycTRiPOLjk3fBtFs34MUX2TktAxYHXYjDh2lFPyIib0ixYORImtA8ebJXvdDisDA60QQFWfc6jSaPAGETSq8wCTdSgwaUEP+11yg86eBBGrCrRXIyiZTNm0sCqD2DZWM8fCiFZooBojlcSRxUqpLhjRuWHRpFiwLt2gFxccq0aY7jx+kzKVxYKkaiFkIc9PbOUzzg9u39AIC2bSURY+DAxtBowqDTPcDChf/lTilYUBp0bNmivDgI2OcWvnGDtsWLK9OXI0coobWcsPz//Y9CGoQguPg/x+WcOZTDbfr0vK/55RcKZxPOKDVR2zn4/PO0OCPatTes2Epx8P7Ze3jqEYX5ln03rzhYuEdTAECFhF3QijybXl6SmHHokLSzEFTNCC9XFpOQdbZALQQVkn/9DG/8X1GSR6fM7yhEBZnuqVvbaIxx3bc0/ILzXpufVKRQY82hg9K5yZK7S1xPZQpD17ZfQigeIw3+KN1Bci9W7vU0/g2siQCk4/gHejm1RGGiX3+lvtiYb/Dox2tREE9w3TsW1QYY5lusNf5Z3PYqhsK6uzgy+b/iJ3LEwSdPaCG0SRN5hY9yV+ZU+nd3/770vVywIK9T1xx16tB7PHKkdW36+1NRoz/+kD/5bfDf+3/unO0pTIQ4aO241ByDB5NAqv87N4aYeIrxki28+iq5Bx8+pAUTR5BbHKxenbZqi4NffkmO1jffVLddfW7fJnHAihQUquLtTTnRpkwxfc49RikhULOm8u2/8QZtf//dfMRGSgqlxTl1yj7nc7FidF5SapxmDDH/KFtWcvmK8aEaCHGwbFnz+6lBp04k0CvlYnVVxPXEWJ5oMUfhisUWcYg4eOPGDfTu3RuRkZEICgpCzZo18X/2rjs8iuqLnt30RkJooffee2/SERFRREQFRJQiFhQVGygKgogooigWEH6IigoWpJqEhJbQQycQkhBCEiC9Z/f+/rj7Znezs7szu5sAmvN9fMDMm3mzuzNv3rv33HOOCF23CljFRYN5Q9261oOD3bvXhY9PBwCEjz/+u3wu7HajaVPWS3FFxqOoyLgQrVLFtVlntYiJ4ZdrSIjRsViNNp8SiJdj5crKArWuDg7+9RcL8vbsab+tgPidXcEUzc9nllLdumXndq0W0dH8d9euxpfXrl0cgCrrrGa1atx/KffPo0evQae7CkCL8eM7S9u9vd1Rpw67G27YYDLeCOfWuXNZ12/bNteWujjzEs/N5e/VVczBkSOBCROY2WsPDz/MJQ0igDF6NOsWjh/PpR733295TGgoM9NMhavLCqXLYMubOVgarVoxY9vRCatK2YIzS/6AG/Q4790edfs1tNjfbHxH5MAPlSkdsVtNAnPCVdR0HiPGSBvlvPpwvg9utFQXyKo3nMtlQ/TJyNgZZT2IVFpbyA6yo1laIrVyc9n9QoeweoIK5qDK4GDSn8wavOTXTnJLFki5l6UKQv76xrixe3fje2nyZC7vvu8+NhJTAc0PHHCM7fwItO7mU193b3ec6/AIAKB4S6ngoAiwyeH6dWbDRkYy68wW8vKM7yAx7rs6OHjsmPHfOTm8KK1cWZ2sR3kgONhY4rp/v2PnEMYJrgwOOuPYrBbu7hyMBMquzFfcb6WZg+VdVmyadC2LUnoleP55rtR5/vnb0789uLkZGfXCyK80hBFIWQQHO3fm36mw0LbhyYkTLMM0eLB1RrsSNG7Mgbq9e+23VQtxj5mSE5S+z1wJIY0UEMAJ4Jkzy75PnY7NbebOLZ9x7E6DGPMEwcAUZWlu+i+Dy4OD6enp6N27Nzw8PPD333/jzJkz+OijjxCkQA/nv460NB60Gja0rZPVufMoAMC2bc7rF+j1hF27LhpLBuWg07Hm0pQpyq3Yn3ySWXGuEICdOJFfigsWOH8usZAxdQm9XRDfTdu2XJbz6qvGCbOrIF6OSliDgPE7cUYo3BR16nAQTE2G3ZXZnf37jTp79phtP/wALFtW9iwqwUoQAQeAA0gTJlgyS1wNT0/ud9gws80//sgLW2/vNggp5ag6dCiXmxw5ss248Y03+J66cIHZgyNGuIYlLPDoo8zAc6R8ZuNGLtebONF+WyVoZkjWWJuwC5jq0Ynn+IMPeKJt6/krzwBd8+a8CBFBhPJkDsbFMbvI9J3w5ZccrB4+3LFzisCNwsSR5zYuKU7uYckaBAAPXw+cD+Yy4eQfTRYt4lmVYw7aeI/UuMLPlc/g3lbbyKFSnUq46sbl+wnDnjLqVpaGSuYgnWPWTF5d+eBg/Yc4ONi44DTyggzfqYuZg0UHODh4s35ni33tl05EETzQvOCE0RzEzY2fo4ED2SDkmWfYLKRrV4vjrV7i+RvolMxBv9qvyRun+I/lMbHRpZ0gPSljDvbqZSwNLpVwsYAY2/39jUEAVz7ze/ZYMtD27uV7RCmjT6fjBaUaB938fJ4Xqg36fPwxsG+f489+WTAHlQYH33uP70MRrHEU/fszq/zZZ507jzX07ctlqqN4zYB27dgQZ9So8g3SDRliDCTdjoDF4sVG5pirDGzs4dgxrkgSiVQlsDXXyMw0VtO0b+/89ZWGRgM8wgkShIVZb3flCv9d3hJMarBmDRM/2rUDTp3iNdbtCA4OGcJSMj16cAK4PEq29+0DVq3i78B0bhIZyRJap06V/TXcTigJDlYwB+3C5cHBJUuWoG7duvjuu+/QrVs3NGjQAIMGDULjO4FWe4cjO5snofXr217oPPnkfQCApKQdyBH6OA5Arye0aTMDQ4c2Q3BwT/z2m5VBw82NtdjWrlWuD7FjB5t+iOzunQKxkKlc2VKvqEULDmI5I5KtBqKfBg3Krg+xIBE6cfbQ3LBoPG2nnK0sUa8eLwLnzHH+XEIkf+BA+1nOl17ibFtcnPP9WgORkVVmGhwUwdPbxOAKD+cgRoMGlrpozz3Hi7e8vCM4dcrw/FeqxIFUgIP2rhTtBzjD+v77jhuBeHq6Tt9FBCjtCXWLIIKHh7oS6/IM0GVl8T0omHpPP82lhGPHln3f27cDY8Zw0NdVUFFWnHM9B+1T2Hm21iz54CAAZHdglp/HQRP3eFFWfPKkMdkgnlUriY+inCI0LOBAaJ3RnexeX2kkB3NpcQaCrE9m77mHWbsKE2e+Vzk4qG0hHxwM6VwbKdoQuEOH2EuG96M9PTSVwcGAiwb2ZWfL7ySoYWXEBA8AAMR/utW4Y/p0HstFibFKnHrrR3iiGGd9OqHpA21k27R6pi8K4IXaukRc3nbOyLZLS5MPlqWnm/8u27ZZtjGF0DmqX9+YEHDVM3/jBptElQ4iq5ViqVWLWTZKTAkENm3igKcSl19TDBvGwVVHx2kvLw7mKWTNKoLS4OCWLayfZ4tVqgQtW7Kb/dChzp3HGvr1A959l8ddgMfJ3bu5UsUZ1pdaeHoax+jy1vvKy+N3jjDZKy/NuZQUDtSYsnntwdZcQ7A969Z1jdGjHIYP52Dy7NnW26jRML9dyMjgpE2VKkDr1hwobNKE2YrlYfwmMHo0M8sffJD/n59vlHkqK/z0E//9wAPmCftVq1hbX84U798EW8HBirJixXD5U/L777+jS5cuGDduHKpXr46OHTtizZo1ru7mX4n8fF7oNG4cYrPd4493gVZbA0A2Pv/ccUr2yJFLcPbslwCA3NxoPPjgABw6ZCUwpoaOS+R6B1NXQSx05F6uGRm8eHYVa84eTI0TsrJY28zV5R4iy6c0ACk0aZKSnKdeJyayftHq1eqOq1qVA08vv+xc/4DRoVhJCVqI4bkrS4FkgEWnX3qJtSYFRICorJ3EIiP5uy1VynH+PJe0duvWzeKQdu1CDFIGwFdfhRp3PP4463UOHmx0b/w3Qilz0FTfS6Ph3zIpyf5k0NWBAmsgMkoqCBZFz55cCi0+Y1lCjf6ZEhCpCg7GfLgd3ihEvHsjNB3b1mq7oNGsO9goaS8zyABmelWuzCVXQvfJTllx3F9n4IlipGsqo1Z39dqiuQbHYoLG+mQ2JIRZuwr192pkcHCwUlf54KBGq8GVaszIS7+aw5/RXtlnYSEvuBQsWElPaJjOzMFqQ+UDpjlDxgAAgiO22D2fUlTZ9j0AIHX4E1bb+Fb1xelg/u2vfrOD30Pu7rxT7p1Qejywx0iqUYODnA895PqEQKVKrAMGmAd91AYHxW+o5h0o7s3yrsR4802+znffdd05lQYHxftOGCpVwDYOHDAyPcs7OCjmwALlFRwU/SgxAxIQwUG5uUbv3lym+sMPDl9SZkImIp9ai7TTVu7vdu34ebI1Xy6tY+kMnn2WP/Pvvzt/LlPIsfpXreLv7wnr74Ayg+k9oLT6zhHodKwZCfC8zhSiuqCszI/uFNi6PyvKihXD5cHBy5cv44svvkDTpk2xY8cOTJ8+Hc899xy+//572faFhYXIysoy+/NfhF5P0Ol4odOqle2Fjru7Fo0bs9vkxo2OlRbHxaVjxw6eVA0atBA+Ph1BdBNDhjyCggKZxawaLZbcXKPxgSsyXEQctAoMdD5Ta4vlILaVd3Cwbl22uO/cmcX6XYnRo7lspfSLwhoCAliTZckS5zNsFy5whvrTT507j6NITGQdKI3GooxWFq42vpGDRsNsiWXLzBcW5cUc/PtvZkf+/LPZ5qwsXtjec498uUrLljxZ3LXrH/MdK1dy6YzCskbFyM9nMWe1jtXx8cymcqXwuVKDHDE2xcczw2nzZg78y+kMmqK8yorz8oxGKbdjUSvnIr1yJdCwIZepq4VOx2yQDz5QFBzU/8IlxXHtH4BGa5010/zxbiiEJ0L0yUgINdx/Gg0HUqtUMQYk7ZQVp+5gxsiVwA42+7MG9w7McKuELJdkugsyClCn5AoAoNZA+eAgAOS3Ykaz+8ljxiCyLXz5JTPrFDhxJx1IQDDdQhE80Gi0PIOv2UvMQGuTfQBpp5xP1Fzedg5tcqNQAje0WjjBZtvsnszg8t23i99/R45wgF8uoC0W8EL/q6DAtvtwhw6sO7pggeufeU9PlmK4fp0TjPfcw9sHD1b3/nXEQdQZQ6qDB1mCZt069ceWBZQuHkXgR8nzYQslJcwu+/1315f5Xr4M/PqrfDAgI6NsKyRKY+xY471e3sFB8d5uaNCYLS42rk/KEiIR56rgoFbLc5He6iQqBOJ2XMCtJl3R55spKGrfxVxTVw3EGlCOmaUWKSkcsCsdwHUWCiQ/yhzZ2awjfesWj88i0eSo+ZoSHD3K32lQEMsHmOK/Ehh7+WX+Hl54wXJfBXNQMVweHNTr9ejUqRMWLVqEjh074plnnsG0adPwxRdfyLZfvHgxAgMDpT91y9u98w5BXFw6AC5XatPGNnMQAB58kEuLT5/+A3q9+knF7NnfAMiHt3d77Nz5BrZt2wwgENnZ+zFz5nrLA8TAoiQ4KIJrXl6ucUbSaDjDnpVlW/9HCbp14zIYucXo7QoO1qlTdgN3x45cIjB4sPJjVqxgxp+zgV1HnIoFkpNZz8cZJp0IgPXpo8wRTTAHyzI4aA3lxRyUKQnJyiqEXs/PVbduDWQPu/deXmxeuhRqvsPHh8tQHJywWsXPP3MZiBBsV4q4ODb4sKWZoxZCH8xeoNLUBS8yUrkeXnmVFYsFrVZr1Om6fh345RfrmnauhJBRMH3H5+bywsCRcd3dnVkAr75qV++yKKcIbeJZEy54qvWSYgDwCfbB+QBmzyVsMGHYbtzI47Mon+zWjcv1mssH2vRHjwMAMht1sPtR5BDcl5mDdZBofTK7fTvLfdhjtYKZjFoQbmmCUa2N9THZbwB/9lpJ0covVqvlcno7uLqVS4ov+bSBVyX5ctKaXevgjG9naEE4v8L5+zLhPU5MH60+AtVa22a71JjA41zztAiUFJQwk6ZWLflEmfjOO3c2svWsBfv+/tu8VHDZMh5PnnxSzUexjxo12AE3xGQOqSYAKZLA5RUcjIwEvvuOnZXvBChJghMZA27OBh+Ki3l+cv/9rme0/fQTlzNOnWq+fcMGDk6XhzkCwIE4MaeaMoXHzfKECA6aSpSUB3vQkeCgYPDHxanT/bQD0hOKxoxDw2Ies2rrElFrTFeEP7zKyI4XuHWLyQrW5gSlTW6cQVnpAIoxz5WSA2qxfz+bafXuze8HcR+UZXBQGKC0a2c5J/qvBAeDg3ndK+btphg6lJOZ06eX/3XdZXB5cLBmzZpo1aqV2baWLVsiwYrQ/rx585CZmSn9SSwvvbc7DKdP88tTo6mMoCBvu+2ff34wAE+UlMThzz8VuGiaoKhIh+3bPwMAjB8/G1qtBgMGNMKoUW8BANavfxd5eaVeTOJFoGRgMWXnuUrXRIlzoBLUrs3Ooffea7lPBMPKi3a9aBELiLdp8+8cuJ3RJhk1igd4oc/nCH78kf8WIsv2UNbBwStXmNEmSp1NUV7MQRnKfXS0GHN90Ly5/ALvqaf6AtCiuDjWuvSAKyEWmmqfBxGgUxIMVgrBHExNtT2xMx2bsrON5af2goPlVVYsWPn+/sZx+fBhLnN8++2y7RuQDw6KCXMZL9ZOfhKKQGQiVVsDbabZd06/1YbLSxFpojsYGGj+Pnv5ZdbVHTJE9hxBccwcdO/aUXa/PdQfzqY21XATNxKslCJ99hkvuBU4Pt7Yw/djfGB7m0zGRuM5ONiw+AIyp7zAgQsXsX0K9nNJ8Y26tjUYUzsw01uz2zl9JH2JHs2iONmpm2i/nKzZuPbIRCAqIRsXN5+w3VgE+5o143dHSIh8ydiZM8wkbt6cE5MA6+o2auSa5CnAibRFi9jwB2AtUQE1Y2F5MwfHj+e/IyLUz+1efJE19XbsUN+vNbRvz+zO++4DFi6UP3dWllF31NkAiY8P4G2Y77t63in0lgWLVEAENMuLPSPeyd7ewDff8G9WnhDBwWbN+PsGyjc4qOYZr1WLEz7nz7PWuymmT+d70oE54ulvD6F5wUnkwQexW07haOVB8EU++v/8LA48v8m88Z9/cgLsvffkT+bKsmIxNpkmVl0BOeZgQgIHptvIM9ZdjlBDIl3oFZdHcNCWjNS/cY2pFu3a8bvR1WSGfyFcHhzs3bs3zp8/b7btwoULqF9f3oHXy8sLlSpVMvvzX8T588yc8PRU5roYEuKPqlX5pb969Z+q+lq8eAd0unhoNMFYvvxRaft3382AVlsDJSVXMHbsR+YHqSkrdmayaA2irMeR4ODnn/OC1J4mUHkzB++7jye4NWua051dVV5SUsLZ46goYzmhEuj1vPBxlk3kDHPQFfTvDz8EZswwigHbQ1kHB/ftYxHzN9+03CcmMbchOHj0KC/8PT3rQ2slaFCvXiD8/HiS8803obJtHMHhw0lo2nQKgoL6o3//+cYdjv7+IgPtyuBgYCCXv27daiwNkcO997KJioAI2NjT2GvXjllIR486f622IBZEpiXF5al3aCs46MiE+eJFNoEQ2XIbyPsflxSfa3Y/tO72pz3+I3kBW++KlaCbnfGU9IQGWRxcqj6kg93+5OBX3Q/xblwKdzXByjtB/G4KGBKCyZjV0LbTZZXmVZHo3gAAcOmP01zyaIvZMXo0MG6cooCS33lmDlInS6diUwQ9zOW9zRJ2Q1+i4t1VCic+CUMt3VVkIhAd377Pbns3Tzecr94HAJDycziwcycbY/3yi2VjEXRo0oTnJcnJxkSCKUwZxxMmcCmtq3HwIFdDiPLc/v2NTClHgoNqHGXFc63QMdwMdeuyYQAREBOj7tiTJzmo6MDYdeClzYhs9Dgbz5iiVi0OwhQXc8JkyxbLg8V9HhBgDDY5g7LQAsvNNSZWSwcHy2vMFxDEkLp1y9cERcC0rPjcOZ5TWFmPuhQiGadmTavVsgROo0bmbOWMDGY8vf22ZdBQAW4t+wYAcLTRQ2hyf2t0SN2JsK5zAQBNVz2P9Esm954I3h48KD//eustng91Um+yZQHBHHR1cFDc26bBQX9/IDqazRZtyT+4CiKxINzYyyM4SMRBwP9ycPCdd1gWq7zW8f9SuDw4+OKLL+LgwYNYtGgRYmNjsXHjRnz11VeYpbY87D+Gy5c5OOjrq3yCNWgQT3b37VOnO7hmzXcAgHbtHkNwsHFyU7WqLx555B0AwI4d8zBs2GJcEi8NNQNLXh5Tml3pqOVMcHDWLF7cvPwyTyZ//VWeCSEmabdjUBHfb0mJ6wJESUmcme/TR/1xzZtz8NIZbRZngoOusJzv148Dw0r7L+vg4CF2BEZ3S0dgPPwwZ9WVshwdhfhNTIKDp09fAQAEBNieMLdpw4uM0FDXBAdzcoowYMBYxMauRWbmXuzd+y7WrTOUMjobHDTVtXMFnn2WgyDeNljdffqwK6Io4Rdjpb1Fs7c3BxjKyoFQICCA7zNTiYHyCkrfumV0rjcNVohApSMT5s2bOSBrjeFggL5Ej+bnmVHlO9F2SbFAs8m9oIMW9UsuIznaJDD25pu8yN20iT+PlURO/J5YBCILBfBCwxEtlH0eGVyvzOzBzOpN5BuIgIICzc/AKxysdOtkOzgIAFdDmD2YVWJgvVh7DnU6LkHbvNmuRi3pCQ1ucnAweLDthWWrqT2RAz9Uo1Rc/FVl0MgEuV9wSfGJFuPhraAiAwDyuvQHAPhEhXNp2Mcfc5CwNMaN4+RTqUoZC5gG2h54gJkkJ04A8+YxS80VEHIUps7ZjrCo1ZYVExmDn3KBUSUQY7VaaQFhcCEkEhQi/p9L6Lj8MfSJ24CQezth/4s/WTYSv+mZM5b7XMmcAsqmYmX7dh6fGja0vD/LOzgogsd16vD7+cCB8ulXQLzbGjVixm6VKuXnWOvn5xrdOyFhULOmar3g3NRcdDzP7ED/57jEXOuuRa9/3kOsVytUozScGL/IeECDBly1o9fLG4WMGMHzIVcEWMXY5Oqy4k6dLOWEKlc2BlbLeo13/TqzuQGjE/nu3Tx2lCVr7fXXuY/58y33OVqN4yzy8liSxdWaqnIgYgb9a6/Js/iLiphRXUpzvQKWcPkI2bVrV/z222/44Ycf0KZNGyxcuBArVqzAxIkTXd3VvwoJCTwxCgpSHhycPZtLY7Oy9uPiRWWD3cWLN5GUxAP+vHlTLPavX/80OnR4HgCwc+fraNq0Bfbti+fSpfh4Zj7Zw5gxnJn5wzGzFFk4Ghw0XfTeusVlvA8+yIyT0mjaFOja1XVumraQkMAlaadO8f+9vY2ZJVeVewiKef366iZDderwhEan4/IGR+EK5mB5vsj69QP++osDimWBKHYElg0O9ujB+lMdHStBVAyZUu/LlzlQXr16A5uH3ncfm5LExf3jkM5pafTt+wpyc6Og0VRGlSo8gZo3bzHvFMHhvDzjIlAJBDtYTm+kvFDa+dcRRk1ZoFkzLrVfu9a4zdQYoSwnbz4+zGL+7DPzAKszZcUKnYrPbTyKGvrryEIA2r1wj822ApXqVMJZPzbmuPTlbuOOkhJeyHz+OS/8PD1lFzZJWzjIfdG/Izx87WvxWUN+E2Z/aazpTykMDpoyGasOsh8cLGzHwUHvggzeYO2dZPp+tbMIvn70GqpRGkrghsYPtLPZ1tPfE2ercZAu+XvHSotzU3PR4RI7N1Z+YZLi46o9xP02S4mAvpoNk6qXXuL7oIWd4K94h02axIlJDw9+r37wgbHM2FmI30EEB1NSjAtgmeBgbmouDtYai7Bhi813tG7NCarSbDNrKCkBHnuM2U7C8EEtHJ3bORAcJD0hdfyz8EYhsuEPX+Sj24pHceiNUkEQW8HB3r35+3ZRkqxMktLCsfTBBy3ZeqZjvpqKEkchmIPBwZxY6dXLyKorD+zaxUy3sp5blcbixZz0kgvU2MLx42xaZGrSIyQMhGGJCpx47w8EIAfx7o3QfraxpNvT3xO35n4AAGhzdB0Ks0yIAGPH8t9yjGlXwrSs2JXzj1WrmAjStatxm0ZjDMSXdUm9SCZ17mxMItSuzfNaW9UnroLceq9hQ37f/CSTDCkrFBfzWDpxolHmoCyRkWFb8qGwkI1aHn5Y3briP4gySZ+MGjUKMTExKCgowNmzZzFt2rSy6OZfhevXeaFTtaryhWTv3vXh7d0OgB7Ll9svAb12LRsDB04HUAQfnw4YP76DRRutVoPo6OV45JHP4e7eCERpGD/+ZR5U69VTXkah0bhOTwdwfAIp2FoAv4BsuRVPm8YBnJdfduwa1eCff/gF/NJLxm2upn3b0p+wBY2GFwmAMXjpCGRYaorhTFnx5s2s7XfypLrjatZkbSjx2V2JwkLgGGuQlbsgt0BurjGbZvKbJCVxcLBuXduZ4GnT+gBwh06XgL17nXM6fOmlzTh+/BMAwBtvrMPatSsAaJCc/Bt+//0MB42EoLKae0CUprW3HwApjby8YnTuPAdabXV4eDTBi6aMkqtXOdsoxyAS2LWL+xeZYgElwcGFC1kgvrzNcMRCUacrWx0mX19mWpWuIBAlV44wF0Vw0E4yJ/V/HFw6G3IPPP1tG5eY4kZH/h01u01+82ee4Yn3vn28mGnSRLb/kgMcHLzVqKvFPjXw6MBjUeBVGWfJ+HgO9mu1dpmy1w4lIogyUAx3NLzXDtMNQNAQvu66RYaSbWvPoAhOBgTYNSRJ+PUwAOCydyv4BNufR+T1Zi1H/4OOBQePz/8N/shFvHtjRTqTAs0ndEI2/FGZ0nExzrCQs1dmu3Qp0Lcv8MMPlvvE+9zU3dPV7K3SzMGzJjrUMiXnR15Yjx7Jv2HAztdx+H0TXb1evfgzzJmjrF8PD16Ib9+umsEnwdngoIrS3gubT6Lrje0oggfS/opGZKPH4Q4dWi56zNwZW5gM3bhhOR/TaPh7dpV5oqvLigsKWDcOkJdUEfeDXl8+QTqRYG7d2jjeO2ssqAZeXsx0q14dWL2a37MiUVseUFtKffQol0Zu3GjcZqpvqhJuP/OYFNd9goXWbKc3RiBZWwtV6QaOLjAJkIvg4K5d5iZ5WVmc4Ni/X/V1yKJWLZ4ftW1bPsEasa4oK+bgrl0cDBfkk2HDyqYfR+Dvz5VkShM/zuLcOeDrr43rqaVLy75PseYMDJSv8nF0XfEfRDlxqytgDzdu8MuyVi11LJNOnUYBAP74Y6vNdj/8cAwNGnRCUtJmAG6YPdu6AL27uxY//DADP/zwGwAtkpI245NPwlVdl8vRsCHQoYP60hVRwlC/Pge6xASsrEv47EFOf+uFF1grwVUlkY4GBwGjaO9pmUWpUvz+Oxse9O2r/lhnyoo/+YQZrlttPxPlihMnOKNVtao8qy0jgzVKytI11suLf49t28wc9G7e5OBgkya2g4PVq/shIIBZj999pz4LWFKix5Qp38LDozGWLx8HAOjS5WUsXHgfRo1qiVq1uOTzxRc/4Am12gBxdjYvULVa1QHerKxCNGhwP44e/RhEaSgpuYQVK57A5s2GAPOOHZxtXL5c/gS5uRwUbNeOy1lEifrw4ebOodbw1VdcYujq8hpT5OVxENAU3t7GyVJ5lZmZokYNHtMdYXqKUis741tgFAeXCvrKG4dYQ+XxHBxsnrDLqHvXsCEz4wWWL5fN0leO5cWnW0/ngoNVB/A4XDf7NCjXsHj69lt+foULae/edpmDSduYNRjn3dKqS7ApGj/cGXpoUJuSkIaq1p9BFZqH+btYA+16fRnmtAxqT+bfq/XNvSjIUK8R5f0TlxTH9X3CpgFLabh7u+N8FS79un7Y8J4uHRwkYkdRoREcG8sab3Ku0Z07M7vOlDFuyt5yBUoHB/v1Y6bi0qWywYng37+T/l377am4/LcTFQLOolYtvka10gIOMAeTP+GEz9Gao9BoZAv0OP0tzvh2QSVk4+y4t4wN/fyM44ppoLUs4Org4MmTnIysXVs+EentbQyolseY/+KL7Cg/YkT5m/6Vxu+/83vWmaR3WUOwA03HEvFvlcHBjLh0dLzOc8raL1lK1rh7u+N8T64g8/j+a+OOli35T3GxOdPswgUOOD/8sKrrsApvb04KREW5lkxiDWWpK799O88B77nHGBy8z0TnduNGTo7aSjA7isJCZppqNPyclUcJrz1s3syBeCFvsWdP2T/3IrlurVpNo/nvaC86C7rDkJmZSQAoMzPzdl9KuSIwsD8BoGef3ajquA0bjhAAArwpMVH+O/vyy/0E+BAAcnOrS6tX71N8/hYtniYA1KjBRKK5c4mmTCHS620fNGsW0dixRIcPq/koRER082YeJSVlqT7ODKmpROvXE126RHT0KNF77xH9+SfvCwkhAnj77cTTT/N1zJ9fdn08+ij3sWiR+mM//ZSPHT3a9delBJs3c/+9eqk7LiaGj3NzI0pKUt/vDz8QLV3K95Ar8dlnfF0jR8rvP3SI99er59p+FcDNrT4BoM8/j7Tbtm/ftwgA1a//qKo+YmKuU+XK9xjGKhCgpbp1H6bc3CKpzbp10YZ9bhQefpno7beJ3nqLKCFB3QfKyVHVvLhYR/XrTzD07UvPPruRqlUbSQDI27stFRfriEJD+fdp2lT+JBcu8H5/f3FSddfcpg0fv2uXuuPU4MknibRaoo8+Mt9eqxb3feRI2fW9bx/Rr78SXbnimvOVlBB5e/N1X7xotVluWi4VwJMIoMvbz6vqoii3iLLgTwTQmQ0m301UFJGnJ7/jZFCcX0y58CEC6NJfZ1X1WRr56flUAi0RQNc37OR7m6f+xj/Lltk9T+ighUQARTR8THHfsZ4tiQCKQheiyZPlG23fztfQvr3d853y60oEUOT09Yr61+v0dE3L9+aRJeqei2vRV0kHDRFA8aGXVB1LRBQ6dBERQAeqjzZ/rgWys43ff24u0Suv8L9feEFZBxcvyp/XUdx7L5/v66/td731NBFAxXCjK+6NiADKgj8dWxHGDUpKiK5fVzaGpaQQZWQ4d+0FBURFRfbblUZQEH/mc+cUNdfr9HTZoykRQPtM5tnHV+4lAqgEWvPndeRIPv8XX5if6Msvef7mqrF6506ebzkwX7aKy5eJ/vjD+v7p0/mPI3MkZ9ClC3+ntq7NVdi5k6hTJ6I5c4zbHn6Y+1+xouz7f+IJohEjiE6eVHdccjJfo1ZLVFjI2zp35m2//abqVOETviAC6IJXG6ttruy+KI0HN86lGXcsXcp9PvWUcdu2bbytQwdV1yFwdNkeCu37FmU5u8azheRknhvUrm25Vh0zhq//889d3+999xnfCZ9+yu9lnc64/6mneN9777m+708+MfZdt671drt38/jlqnmYLfTpw9ezejVR27b87w0byrbPTZu4n379rLdp357bbN9ettdyB0JNfK2COXiHIC+PmYONG6tjDk6Y0BGeni0BFGDBgl8t9u/dG4fp0+8DkI/g4ME4f/44nnmml+Lzz5r1GAAgLn4b8j5cDnz3nTnNXA47dzL1XE4Q1Ari4zNQpcoQVKnij9q1a+L77w8rPtYCb74JPP44Z3I6dmQXv3vvZcqxyCzIMQcvX2ZmiKPaOWogdFhcbZxgCiGI60CJpUuYgyoQF5eOmjXHIDh4EK5fz2Hm10svAZMnqzvRl1/y3/ff75h25LvvAq+84nrnWGGAI8qVSqMsHAsVoKCgBDods9W6dLEvMD12LJckJCTsQlGRzk5rRmpqLjp27In09H8A+OHeez9EUlIGEhJ+hK+JHtsTT3QxaA/qMGvWMi6tefdd9eVbKjPQzz+/CfHxPwBwx+LFW7By5QSEh68FEICCghh8+mm4kUUSHy+flRVlUoIlqFZXpjxE4lNTuZSstKD58uXMDnCEYawUX3zBpUo//uia88XHc/mcl5fN8frMlxHwQhGuutVDgyHq9Jo8fD1wJoTv95S1Jozerl35PWLls1z6/TR8kY9MVEKDoerLwEzhHeSNBA0/l0l7zhsNLBo1YqbV338rMjHyOsfMwZJWyt8FyXWY9ZgLP+sMN4Wah9nXstE8l8fUhpP7K+pfo9XgUgM2z8n6RV1p8fm3/wctCCcq9UW9AepZqVXG8jU2SdsPAvi7Ni17E+WYWi2zsNQ+v6J9Tg6zc5yFnCGJFVz9iO/bIyH3wufIPhwP7I8A5KDmnEeQdjqV50YhIcyMtIc33mCtycWL7Ta1Ci8vuyXpsvD15e9eIXPwwuaTaFh8EfnwRtt5o6Tt7Z/ti6jqo+AGPRLeXmM8QLDPSzMHd+1ipreDjMJbF29CZ/ruHDIEmD2bGaauQsOGwKhR1vd/8QX/KQ99bVOU5zzn0iWex5m6hYt3X1lKaAiEhfH4rNYZt0YNZobr9bwmITKuF1QwBwsyCtDkp/cBANdGTLXarv6gJjjn0wHu0OHMByalxU8+yTIpa0yeCSfMeA7M+RltXx6KARELEdPzaZALdKtlkZHB33leniVrukEDlgLxss+eV4WjR8019qOjef1iWlVQVm7F584B339v/L8td+z581kaJTratddQGufPM5NeMBkFg9KVPgRyUKJzX8EcVISK4OAdguJivqmbNVNQgmYCrVaD/v05gPfrrxss9j/22DwQ3YSvbxecPbsFjRvbdzU0xdNP94JGUxVE6Vjt14M32hJiJjJqx6iYePTvPwu3bu0GoAeQi6eeepSDRKVRXMyLMluTi1iDTpJpcPLUKRb5BcxLFk3h68uluPHxluV3roYoE2hi4kJ56xZw5IhzJiAC+flGc4YOHdQfLybGly87pgWSnAzMncsGBHZw9WoWWrUagOvXtyI9/R+MG7eERd6XLWMdSDWIiOC/HTVAasnuoC4vJXr/fS4ZffVV+f1i0uyqxaIcoqKADz9ker8Bx45dA6AD4I727e0nJp5+ujeAQBClYe1aZbo9jz76MUpK4uDmVhd//BGNP/98GbVqyTvuvf76awCAU6e+MzqllzE2bVoLAOjbdx5ee41LGVu2rIaWLR8FAHz66ddG3cCiIvmSFFF26aiDZXm4BlubOI0fz3qAChxvHYacjIIzEEYBzZsbHQhlkPMHv6viGg1WVVoqUDiEF9jV9/9mvqNyZasB4NS/eOJ9OagztO7OT7FSPDiBlH0yDvj0U974xhscBB8+XJEbbUgqBwcD+igPDuo6cXDQr6ovm2fJITeXF0B2yoovrDsAd+iQ6N4Atborvwc0Q/l5rBGjPDhIekKdf1jMP2vME4qPM0XziV2QBx9UpRu45G5I6JiWFovgQkAAzydsBQdTUowi6QKmQTx7yVYlWLOGgxH97Qdefc9xkLag71BUbxeCZrHbcNGrNWroryN22Czj3EiJY/Hly/x3WSY5rSEpiecmCseU5KXrAQAnao5AQOn3z9NPAwDaHP0eRTmG32r6dC7RXbHCvK0TAZKwUcsQ1KwaUn3qY+8Ta+wfcLfjxRe5xLKkhP9fFuYr1iC3DinP4KCKgL0ZNBpjafGFC/z/pCSWplFhSHJw0ueopbuKa2510P276TbbXu/F2pTef5kYkFSpYiQJALy2c/DeTwi7jM4fT4Q7eF3VK2ETIp9ayzuXLeN1kDMJBlOIOZScQdbHH/Pa68knXdNXdjbf3yKwX6kSsH69vHFnWQUHz57ldaOAWP/KobwCY6tW8d+jRrFXgQgO/v235bvQFSguBgYMAJ5/nv9vKzjojJ79fwgVwcE7ADk5RQD4RdK0aTXbjWXw9tu8iE1P/wfbtp2Ttm/dehqJiawXsW7dN6heXb2mg6enG5o04Qf7ez/DS/aDD6xrGmRnG4NyCl06X3nlV8THbwTghrfe+gNubnVQXHwRnTo9joKCEvPGvXoxU0JO20dAPPSmjLnKlTlA2K8fvyDkss1i4kLkmgm7NRQXG/UATV/2X38NdOnCgSRn4ebGL62PPnLMLbV6df6df/5ZndOxQGwsv/Q/+cRu0xkz1qCg4CQAfnlGRn6IyMgr6vsEjBMDBQtmWZRVcNDDg6/J2kvLdAJZVuyx3buZFfm//0mbzpxhxpubWy14eloPsgj4+nqgXr0RAIDvvvvdTmvg7Nk07NnDQsQzZy7FqFEtbbZ/4YUB8PHpACAfM6d/zveREOO2h6FDeYKgwojm5MnruHWLg6ULFkwy2/fqq5xtj4//BXHX8oyTCjnhfDHZkks6KEF5MAedMQhyBnq98XmqL8NOnTCBt6txs+vShY0T3njDZrMqp/cCADT9+9lsZw0tX70fOmjRKu8IriockyiKg4OZzV1jPFQQyGOG9tIFDrK6uytiCwrkXM9B/WJeMNS7T3lwsMpwDg42vBltneXx1FP8PjMZU+SQ/SdrFsfXV8YaFGg6g5mDLfOP4cZZZQuacxuPoknhGRTAC+0WjlPVn4CnvyfOBrPuYNLAx/iZNw1CmQYHAdvPb8OGzFQR73yAf0NxrCue+RYtODBYzf78seYt1lsL6tsWAOBb1Rf6dZxY7pr0G24GNOCGaoKDzrjDE3Glxz33lNmCrTCrEG2OcsBYO3WKxf5Ob4zAdW1NVKUbOPKOgd3SqBEbJZRmHzkYIAkb/gEG/DUXWhBq6pPQb/3TPKZkZTHLRiQ2ncHUqZzYtae3rNNxgK4sg2SpqRxYHTWKNdGA8tUcFFpntyM4aGr2ojY4CFjqDnp4sJ6xQobtme8Po/vv/G68NHE+vINkzBlMUOc5NiBpn7YLmQml1j5EPKd69FGH7/34p9+HJ4pxtPI9CBu0EABQb/37rOWbl8fsTlOGpzOwFRx0NWJiuCoN4O/kl19YX9aaGQbg+uCgqEoSKJ3MMEV5BAczM4G1a/nfs2fz39268bOflaXeKFIJTp8Gwg2+CG+8wUkJa6hgDipCRXDwDkBsrMiiadGwoX1h79Lo06cBQkLuB0B4/vkl0vaZM98GQKhd+0E89FA7h6/voYfuBwCcvnWEB72oKGDvXvnGYuEcGKiovE+vJ6xc+Q4AoFevV/Huu6OwYsVGAF5ITt6C1q2fRIkQgweMEzVb7oFigmm6UK9dmydf4eHG7EJpeHoaJw9lmdmMi+PJma+v+cRFBPHUuvbJwdOTnbLmzFHvlibw6qssPiz3orMHJfRu8O+/cydn0CdO/AhBQQMBFOKll77g0r0jR5gFqRSOZmsFyio4aA9ubsbJTFlNnGUmdpcucZm9t7ft38kUo0ePBgAcO2Y/ODhp0ocAsuHr2xnLl9sXsdZqNXjiCXbK3L3nC5Q0bcpGPUpw8CA/38JgQwEWLPgRgB5+ft1xzz3mZkePP94F3t5tARRi/vzNxoCzWHSYQs6RVA3Eb19WwUHTrH/pZ/LiRZ7UllWpSXQ0912pEgf1SiMlhcum1Dg1h4RwgMyGMHr+rXw0z2F5ivqPOxYcrNa6OmIC2VApdpkV9lwpVI9nRq1XX+fMSAS86/I9VS3DwAjo0EGVCUPc7zHQgpCiDUG11soXdU3HdUABvFCVbuDKLhvJOK3W7jsi5JhBoH3AAMX9A0D1diE4781zlwuf71Z0TOoyLrE6WncMAus5+B4AkN2dWYs+Jw7yu9mUoao0OJiba3x/lU4cREbygrgsy/lLIftaNuqWXAEA1BtpZAU1H98BZ306wh06nL5pGB/sBQeLi43ljs5IsWg0XKobGio/troAR97agqp0A8na2uj0xgiL/e7e7jjXlVmmGjuBbkcCJMdXhKHvDg7WhA15H8cDeTyKXfgDlyT27SuxF51CbCyzqu2xc6ZO5fvx88+d79MaYmL478aNjWuBoUOB117jJH1Z43YyB3NyjAQKVwQHVSAjLh1BTz4AHxQgqvq96LXGMhheGk1Gt8IlzxbwRDFOLfnLfGdyMq8ltm41BqJU3Pvx/1xCz4scmPdc+j66bnwRmQhE/ZJLOLJoh5F17KpnX4zB5REcFBURffrweDl4sPW2ZRUcFEmnl19mAoytaqvyCIx98AE/Xy1bAoMG8Tatlh3Uz593TObKHkzZki1a2E5WPfQQy0+Ncyxx+F9BRXDwDsClSxzM0miqwN3BMqRFi14HAMTGbsA//1zC22//iWvXfgXghk8+me/U9T333CAAHigpuYx/+j/OG//8U76xypLi997bLrHGNmx4GQDw7LN9MW/ejwDccPnyenTq9Dz0grkgXkrWgoNE8sFBpSiPsoeQENZk/PRT88CdYNWYMgzuVigMDn7+eSSKis4D8MPSpRPw1FOzAABHjmyCvl17DiacO2fzHBKIeCIWEOD4xKCsgoMzZvDL29ZLWdx7ZRUgkgkOJSTw7+Tnpzw4OGfOcADuKCw8gz17rJcwnD9/A9HRvPiYO/cdxWPb0qUPA/CHnq7hf2ipbNJYVGSc8KuYuO7Zw2U0w4Y9arFPq9WgT5/xAIC///7VOKbZYg46Ghx0tXtpaWRnG7WPSn8///sfT5i++aZs+v7dEEQePlw+cOuMM7kNnP/+EDxRjGRtbdTp08Dh82QO5pKr4H9+sdOSA5JN8nlRXG+sa4KDde7rBABohEsogjvQs6eq49PDuKQ4sbK6SblXJS+cq8Tsx6tPLTCWBqpE/J5YtMg/jhK4odWr99k/oBSSW3OQTrfDfmlxcV4xWp/cCADwmOpYSbFAzUnsVt06NRSFWYXmO+WCg3LaeWJc8Pa2TJa2a8eLGEf09kyh1wOLFnEplx19s/htrCGcrK2FyqUkZlL6caDdL9WgNSgWvtZw9Sr37eWlzJHdFtQmRq9dAwYO5OSlHZCe4P/dSgDA+d5Pwt1bXg4g5Hke69slb0duqqH65fBhZgK9zHNTFBcbk3cK3zP5t/JR46XH4AY9IppOwYCdryP7AWap1w7/HyjIMPa7Iiko3h/2AlLlwVQXwcG2bY3bRo/m8tEh6pzjHcLtDA6K38HT07Hk+owZXDGxciXw7LPAlCnG79MOTg1+AbV0V3HFowmaR/8PbgoqQgAgsSs/S25bSr3nQkKMSY6ff+ZtHTsq/igJ09+HO3SIrjocbZ7qAb/qfjje0RCw/Owz20lXRyC+ezmpi4MHgU6d+D50Ba6yXrciaQMRHFShxa8IImDboAGzhm3IrJRLcNDNjd9pS5aYV5316MGamc6+7779Fli4kJPOy5axC7Rgnd5/P4/XttCvHydiHJHb+g+hIjh4B+DKFX5QPT0dXFgCmDKlm0HMvwT33vsA3n+fs5Ddur2EBx9sa/tgOwgJ8UdgIJuYrEk3TDqssUzkqPxWoNcTPvyQKeadOz9jxppctOh+zJixDoAGMTGfYf58QzCyhp2sdk6OMWvqSHCwLK3uBSpVAh54gLO3phAMgoQEnnQ7g9Wr+UXuTHl0YiIv7CMj1R+rsITx00/XAgCaNXsEtWoFYN68kQACoNMlYI2XQcdD6YJBo+HAalaW44sVYRhy44brghUlJZyp+ugj279rZRcuEuQgw3i4du26oWvl31fDhpVRuTJn/leutC4wPHXqCgC58PHphLffHqn4/JUqeaF27WEAgG9QXdmkUSxyNBrFmfrU1FxkZR0EAMycKX99L77IE+YbN/Yg/vFnWXtt2DDLhmPG8KJHbp8SzJjBLIElS+y3dQTit/fzswxSlPWEUYhQ32clMCTGaaX9E3FiZccOm/qcGb8zuz2uTl+H9AYFmr36AACgTfZ+pBxPttk2dvNxuEOHNE11Vdp6tlB7znikIwieKMbloM5cfqkGJzg4mNNYfcY+o3Uf/sfVBPlAwvz5nIG3VkkAIG4ZLzZPBN+D4KYyRmB24P8ABxIaX95lV8T+2OLtqEo3kKqtgY6vDlXdlymaPtgOqdoa8EMeztz3qjHIDVgGBzt35sCcMLI6dozHfKG5W62a4wx+e8jJ4VKqZ5+1LvdiwK29HGBIqtzGYl/DV5hJ0aHwEG4g2D5rSSQx69VzTHrEFLYSL3LIyGCNRVFKZgNHl+5Gu+x9KIAXmi9/xmq75uM7IMG9IXyRj5Mfbjf287//sc61aeJZq1Ws0Ro18zvU1Cfhqls9dIrkIGW7dx5EAbzQtPA0LhwwzDVv3bL7+9mFmO/ZS46WR3BQlA+2c7xqySnIBQcfeYQDCd99V7Z9q6hgufTnWRz76B+knjRhzteuzexBd3c2C1u7VlEFzdEP96DP5e+hhwbZK9epYk7XmMGlxe2u/W0MjgN8r4tg4JQpPM/p3l3ROeP3xKLnRWZy+3ywQNpef8lMAEDntL8Rn2QIZrk6OCj3DOj1PDafOuWavtRoKQujEFc/c2IcVsJAL6NErBnee4/lJmwZIjmDtWuBt9/m0uG5c1kqSfyeKoLWFbCNiuDgHYCrV/lB9fZ2UK/KgD/+WAONpioKCmKg1yfD07M5/vrLOdagQLduPNEOv3yOByFrtN3sbM6WKQgOzp79A3JyDgDwxVdfzbHY//nnE9Gt21wAwIcfzmN3VHvMQTHoeXurKr2SUB7BQWuoVYuzLsXFRvdTR3DtGms9PPyw7fJre9i6lTMxtjQsrEEBc7CgoASxsayN8/TTzNwKDvZBo0ZjAACfZxqGJ1eUWSuFn5+Rwekq9uCNGzzp12ptB6xfe43ZW22dC+ZbhUzANi2Nt1Wtqpw5CAADBnDmNTxcvrQ4J6cI+/ezKPOsWa9DqzI4M2IEB5IO4zo/i/YmxuJ5DQqynTk1wVdfRQAohptbPQwc2Fi2zciRLeDl1QpAMT7Ye4uDgHLi+wMH8u+nsmxSQo0aLMpty2nOGbi5sfGIXMa8LAWaU1OZ+evmBoy0EiBWO2G9coWlIUaPtrmYDjjBGl7FPfuquGBL1OxaB6f8ukMLwvklW2y2vbWDk2Zx1bo6FZA0haZSAK54M6M5beQkvgcVgvSEuhdZU9Ort0xJtx34Defvrg6S5H+fsDBg82abJeHV924GAOSOeEh1/wDQ6pm+KIQnaumu4vI22yxy3Xe8ED3TcaJVhphSaN21uNCA5z2Ze4+bG7E1bsyuj0JvyjTwd/w4M94XLDDqyMkxin/7DZg3z2ZgVRFEIMLDwy5LiU7yIiqngWVwsP49jXHOpwPcoMc5tLAfHBSMFTkdUbUQ80WlAQJhkmZnjkd6guf7bwMADnWYjppdrGsRa7QaXO7AySD9zwb2VK9ePJ+9epVL18R8qlo1Re+Z4rxiNN7MmruXxr4CP4Pud2C9QByrzYvn5G8MZZwlJc6XHCplDpaHa7Acc7CoiGV1hKFUWUGn47m8n5/5WiQoiNcudgyUnEZ+Pt+bNn4HXZEOYT3nofF9rdDx5UGo1L4Bji4tJZ1w7RonzdzcFM0LdR9+BACIaDMDbZ/ppeqSW0zoiET3BvBFPmKW7TDfKQw3/Px4nqMwAZswYxGzBquNQJupxoBigyFNcbjKMGhBiFtpIH7cuqVOQsgaatbkMl9RBWQKMddx1fpOBAeVGDINGsRs0B077LdVAzXjsAhiOlCurgp16lgmw+LigHff5bJjZyDWZR9+yJ8nKQnYYDBjbSw/jzdDQQG/ywULtgKyqAgO3gFISmLGhJ+fc8HBnj3r4ZNPfoGnZ3O0bTsLFy8eQtWqDgTIZPDYYzxJTr6xF3mnLzC1Vw4zZ/LDJ+fWZIJbt/KxejUH/oYMeQOdOskHE3/6aR40msooLDyN557baD84WKUKC9ULtyS1aN0a6NrVyAgoC/z4Iy8MSr+g3N2NL5nSIrNq8MUXPNHs00eVu5kFnKH7KwgOrlmzH0Q3odFUxqxZRg2aSZMmAABOZUejANoy0yGyig0bWOC2Rw/XnE8snO0tKB56iF3U6tVzTb95eZxV+/ZbfiZlmIPp6fw71aypjmn53HMcvMvIiEBcnGUm9I03fgNRGrTaWli48H7Vlz5nzkgAGuTjPA4hxH6AWCxyqihnJv3+OxtgNGo0yGbwsls3XjBu3Wq/rPSORcOGwKZNXIJRGmWZTa5enRfWGzZYZ9qoZQ4eZh1BtG1rVV+ypKAEzW8dAADUGu+8vtWN/nwP+O+wfQ+4H2W9wbxWrikpFshszQs9fYy6RXXs1tNoWHwRhfBEm5eHq+632aSe0EODhriCtEOXLRuI587Kb3s18gpa5R2GDlq0nDdGdf8AG2bEVBkAAEj8eLPVdhlx6eiUxMmKmq84V1IsoDEwgUNw3XzO0aMHs/PlhM+XLWOGSo8ewOTJvE0uOPjHH7xQ2rfPuYs0ZSnZYSdWiueAjXsH+UDD9c4csHLz9uL3kS00bcqOvtYYwWogmP5Kk5kiiODjY7PZsWV70DbnIPLgg5brXrN72irTmD3VNv5PLiX39TWW8f/zD7PgMjNZd1sBDs3ZhDq6eKRpqqPbanOHVM2jnBBtdvwn6D0NQV1ngnWmJhi3mzmo0/EcCjAPah07xsE5a4kiV8HNjZNSOTmq5gQuQ7duXD5qQxInYth7GHCQAyXX3OrAG4Vo8upYxG41fG8ff2xcD7RqZfdej98Ti65pf0MPDRqssGHIYAUarQaX2vN7TvdTqfecCA6auuLaQerJ6+h2kfU7fRa9bbFfP/NZAECHE+uQ5214f7hirj95MidlhBSAKcS9kJXlGtdcNWXFlSrxmOnKBHBOjjGhoCQ42KkTG1/aMyxyBDodBz+tJWyvXeNKg9WrHe8jLY3nqRoNaxeaGrN17Mh6g/aQlcXVF+PH26w8+c+D7jBkZmYSAMrMzLzdl1JuGDBgAQGgli2fud2XYhWFhSWk0VQhAPT555FOn2/KlG8JALm51aP09HybbYcMeZ8AUEBAL6ING4gAokGDnL6G24YGDfgz7N1rua9fP973v/85du78fKKqVfkcmzerOjQ09BJNmfItpaXl8oaDB/k8deuqv44ePfjYX36x2qRTpxcJADVq9ITZ9tzcItJoggkALUUHomnTlPV55Aj3O3Wq+ustS/z9N38X7duXb7+ffcb9AkRt2xJpNPzva9ekJgEBvQkAvfjiT6pP7+XVmgDQ9OnrLfYFBQ0kANS371sOX35AQC8CQI+jD1FYmO3GW7fyZ+vWTfH5fXw6EQCaMWODzXabNh0jAAR4U/Lq9TwGlUZYGNHRo0QFBYr7N4NeT7RkCdHDDxOlpDh2Dkdx4gR/d9Wque6cOh3R9ev8tz1s2sT99++v7Nyvvsrtn37aapPTa6OIALqlqUy6YgXXYAdX9sQSAVQMN0o7k2q1XYI7j+3R7213uk9TRM7g996JgF6qjgsd+A4RQIeqj3K473OaFkQAHRj9vuXO2rX5tzh8WL7/UcuIADoaNNDh/omIIp5aSwTQZY+mpNfpZduEP7qaCKBz3u2c6ssUqadSpDE0tbud7/DRR4l8fIxj7uHDREuX8r8fe8yy/Zw5vG/uXOcuMjKSz9O4sd2mqZpqRACdXhctu//Ut4eIAMpEABVmFzp3XWqwYgV/hvHjlbXfvp3bd+hgs9mRyoOIAAprN1vRaXXFOrqmrcXPzFt/8MZ33+W+xo1Tdm0m57ro1YoIoNChiyz256fnUwYCiQA6Vskw7ztyRFUfZsjIMN57+bbn1PTXX9yuUyfH+7OFWB4vyceHqKTEuP3CBd7u7182/dpDcjK/P15//fb0b8CNc2mUBX8igMIf+ZwKMgvoaNAAHmdrjeVGlSoZf8+vvrJ7ztDOPJ5EVRvh8HWdXL2PCKAMVKKCTJO5zNmzxmu5dUvRuUL7vkUE0En/nrL7SwpLpPdlZM0Hibp2JTp1yuFrJyKivDzb+0tKjPPg5GTn+iIiqlnT5vuvXKDTESUl3b7+BcQ8sn59ns+WRnIy79dqiQodfLeEh/M5GjTg/+/cyf+vU0e+TznodETu7nxcYqJj13GXQk18rYI5eAfg5k1mbAQHO8ccLEt4erqhTh12Ytq0aSe/JhzMcur1hB9/ZGbf0KGzEBRkuxRm6dIpANyQnb0f2zKDWWfg8ccd6vu2o6jI6PDXpInl/mnTmHnQqZNj5z98mDMrNWpwSbBCvP76Vgwc2AHfffck6tXrg0OHEo3MweRk9RqIv/7K12KlzFKvJ5w8uQUA8NBDY8z2+fp6oHlzZi18A3/lZcXJySw4fPy4umstawjmoD0dxMRELjlQkZ21CZG5B7jEZ+tW4O+/zVgsBQXMHGzUSL1GY7duzLL48ce1Zts3bDiCjIxQAFosWfKU6vMKdOnCrJ1/UGI/o0zE2Vsl5R0Azp5NQ37+MQDA00/b1nAbN6493N0bASjAh9M/4/GndN/DhvEz66gcgEbDJeU//VQ2929+Pmd25SDuh5s3ndc6FXj0Ub7fP/rIfttatbgcpLb1kj8ziOdDsBlkkLqZSzUvVO8DrYMmX6aof09jnPHtzG6ub22SbZN0IAF1S66gBG5oPkVdSZc91H6AjUGaZx9G/i1lpVekJ9Q6wEy7ovvsGzdYw/UAfk8VHJVhLQrmkZUyvSph3H/WMMdKigXavzMWefBBw+KLOLNOXu846A8uKU4e7BrWIMBu1We9WKvx/AWTHenp/LyYMg/27zcy2gYM4PuzZUueq8i5s7qKvaVQ3yztVAqqURozi0a2km3T8vEuSNNURyVk49QXEc5dlwyK84oR8eR3COv9BtJOmehGV63KY2BhofWDTaGgrPjMumh0St+DYrij8ecvKTqt1l2LC635vVa46VfeKDQ+f/5ZVdlj9Nt/oEnhGWSiEjqumWmx3zvIGyeb8XORXWAogXeGOVhQwPdbgwb2TTDKWt+4cWOufvnlF/NqCcHcMtUGL09kZrKur6OVRS5CzONLEYAcnPXpiL7/mw6vSl4IWMfX1PXaFiSEXTYydzt1Ap6yPY/Ku5GHDkcN1VyznnX4ulpP7YFkbS0EIgsnP95j3NGsmfHfChj++bfy0SbyCwBAzjR5FqObpxsudZ8IAHCnEmbjtm7t8LWjoABo08ZYWSDbqZtrTScXL+ZSWSXlrADr8U2fbt8JXg20WsUGoGWKQ4f478aN5RnsNWow+1WvN66B1UKUFIuS8T592BDr6lVmLSqBVmusaHNGvuvfjnIIVqrCf5E5WLfueAJADzyw4nZfik1MnvwNASB/n65ElSsTde5s2WjMGKIHHiC6fNnqeb7++qCBieNF586lKeq7evVRBIC6d3/VdsOYGKLffuNM150IkTn18VGe6VCD33/n83fpovgQZka5G34TLQGgwMD+RMXFxizb9esuvcyffz4hsbFSUnIs9n/8cSgBIA2CKLuNwuz2//7nGlZpQQHRsmXM9igudu5cRESLF/N1TZpku92HH1pnmTiCgQON2V6As26lAPgTANq+/bzq00dGXiFAQwBo9+6L0vaQkNEEgBo2dO5zfPnlfsM9UJkKo5xgVMhg6tTvCAD5+HRU1L5r17kEgOqhJ2c+Te+LrCzjd5xjeS8rxvjxfI4PPnD8HNYwcyZf9yJLBgsVFhqv/8YN5/vKyiLy8FDMeFAFvZ7fPXay9QdD7mfGzsilLus6bOwnzLrylXnvEVHk9PVEAJ3y6+qyPgX0Oj1d0zJL7+iyPYqOCR3G404+vOjmBcd/131tnubP5dHefEdBgU02SdLBBCKAdNDQ9WPXLParRWT9R5lp0/wpi31Xdl8kAqgEWpf0ZYrQds8xu0Xb17hx6lT+3O+9Z9z20kvMiBo8mN/z9rByJZ/joYecu8CNG/k899xjs9mRpbuJAIrzaGKz3d6mU5ht13qmGcvcAmfPMltNIWLWHKAr7o2leyYDgXxNRDyemjLM7EFUkAwebLXJgVpjiQCKKFWZYA9HP/qHCKCbmmAqyi0yHx8XLlR0Dr1OT2d8OvEYZGPOenzlXiKAsuFHme9+THTliqprdRgJCfy+eeml8ulPwJS55eI5pRm+/ZaoY0eee5kiKcnIXiqL+bfAhg1EI0cSrV5tsSszMVNiDUrsVAOiqwzjZ6/D80RXr/IYkZVlt7u9T6whAuiKeyOnmfJhbWcRAbS36ZPmO44fJwoNVXQOcT2JbvWpON/6HPr8zyekd1RmooNr/pQUrtr48UdjlYyt37ZZM25nrxqlLFCnDvcdFeX8uS5cUMziNENSEtGqVUSffOL8NZhi8mT+bPPmWW/TujW32bHDsT6ef56PnzPHuK13b9722WfKz9OlCx+zdatj13GXooI5eJchJ4eZgyEhdy5zEACmT2fXwJz8I4hL17F+iBBABnj6tG0b6+nZcK9btIgzZI0ajUfz5so+8+TJrNcSHb0OBQUl1htu2sROwI5mBrdtY30uFaLvqnDZoNvUqFHZuBeqcEkDgKysQkye/ASAEoSEjMZff50G4IHMzHB8vfawMcPiYt2/Vat+AwCEhAxD9ep+FvtnzuwLjaY6CBn4qsVYZSdVKsZtDx4ewDvvsE6aK0xJlDIHXZ3NF3o3P/zARkGl2CupqbkAWK+kdWv1zMHeveujWrURAIDXXvsSALBuXTSuX/8dgBarVr3p8KUDwBNPdAUQCEI6/nfKxjPvALZtY22ybt1kDDpk8MwzzLxKQAwy9O7m2lgik+7jY+kErAYdOvDfZcEcFOxfuWfD05M1Yn/+2a6ukSLs2cOMqoYNjZprrsKVK8y08vBgloAM9CV6NElhh/WqY53XGxRo/d4EFMMdrfKOGHWhTKALY7ZiWsv+LutTQKPV4FL9gQCAzN/+sdv++Cfh6LfjdQBA1KOfOOQSLNCgF7MSmhefMnextOMQfnEJM69iKvVBjQ41He5fIOCVGQCAnufX4mrkFbN9ce+uBwAcrTrUJX2ZIuihQQCAZvoz0OcbmG2l3YoBZvxnZQG7dinT+nUVc7CggP+2897LPsBmJNer2jY28BjDuoMNTv8JWmaF+avXs/5eUJAifeRD87agxbQ+qF9yCanaGjjv3Q6ByESNeVP4nnJ3V2wkBYBZ0F5eVsery9vOods1wxxj+SvKzwug7cy+SNNUQzDdwtH3/+bxceNGozOmAhyc+wta5h9FNvzR5jvrrMV2M/vgkmdL+CMXx894ucbcRQnq1uW58rJl5dOfgJub8b4vS9O/s2d5fVKaGSSeV73eNeYX1nDqFK8lZOaPx55fiwDk4JJnS3RdcK/5ToOGaafj3yBT588O5Hb0z0lPqP4Tu6LHDZ/pNFO+0mSe67S7+Iv5eN++vSLDNdITQn5cAQCIHTHbpjFU07FtEefRDN4oRMyiP9Rf7OzZvEbp1Ik15AB2ybW1tmrcmMdnV1VJqIE9zXylIGJ98oYNuRpIDeLigFmzmEHrChQW8ne+di3/35ZWuzAyFetgtTh/nv821RYU80AFzvUSBNOygjloFRXBwTsA+fm8uKxd+84ODnbvXheeni0B6PFZUG8eXE2d9m7dMpYKWAmEnD2bhsuXfwQAvPnmLMV9v/XWvdBoqkKvv44P5v3EpWViUmwKIapvyxXWFjQaXoA6Snu2h7g4/rthQ/n9hYXA0aPAzp2OnV8IUisMkD3++CoUFMRAo6mGf/75GiNHtkDTpo8BAN5+e6ljpiTXr7MY8KefWm1y6NAWAMC9946R3e/p6YZGjTjw9MOVDGX9qgyMCty6lY977nkXHh4N0a7dbA5si7JuV5T4fvghf39zLB25zeBKB0EiYNEi4NVXWfz74kVg6VJg+3apyZkzorTBG7VqOWbA88wz0wEAhw+vwo4dFzB9+jQAQKNGEzFiRHOnPoK3tztq1eKF+f/+5+DzIIOMjAIkJ/P5pk1TFhycNKkrtNraAHKwHO3Mnwcx5siZDqhBWQcHAXbyk8O0aVzG5IjDe2mIyeqoURzEcyXE89imDQcHZHDh5xOoQjeRAz80n+CgPIMMqrashqMhvJhLWrDGYn+dy/wu9B3uuoCkKWgAlzcGnwy12a4wqxCBc5+GFoSIplPQ73/PONVvrY9ewlW3enCHDhfWHzLuyMzksTIoSDYZGLSHS4ozBjtXUizQbmYfHAkeAg+UIO7JhdL2opwiNN33HQCg+BHXlRQLtHp+KLLhj2q4iQtfGNxE5YKDgLqEn6uCg5Mns6nJhAk2m2lPsxlJQRP5oLpA6xeGoBCeqI8ExO2zIumRnMwJADc3u3IAV/fFo/mSKXCHDgdqPwSvuPOom3gAV93qo7YuEdEPLLJ5vCyeeILnf1aE9ZNe+BBaEA6F3I8m96srVXT3dsfpLpP536tX8sYJE/j9acUAyRS3Lt5EzZXzAABH+s1B1ZbW3wsarQZX7+Xns8aWL1Vd5x2LW7fYSf7DDyFrTlAeTskiKNe81BzENHknnuGygJW5qL5Ej3p/cCAvaexsC0f7zvOGItarFQKQg2Ozv1HUVcyX+9G84ATy4Y32K6Y4fentn+uPePfGCEQmjs79QfXxR5fsQtPC08iGPzqusl0OrdFqEN/9YQCA+1ergIkT1XX2zjuWhkj2JKe2beMS1IED1fVVGufP8zpNmJIogauCgzt3ApGRvF5s317dsR068Pv62jXXrHN/+QX46y+e602axBI71iDKgffvd6yvzZv5e3/QRCbl00+Bzz5jAx+lEPPgiuCgdZQDk1EV/otlxVptLQJAGza4tnSuLNC58xwCQPX9mf5OL7xg3HnyJG+rWtXq8cOGLSYA5OurvOxVQBhY1NL05H7kxGsffFA9xdgUh1iQm+rVc+x4e5g7l8//3HPy+y9yeRR5eXHph1ro9SzKq+D5SU7OJo2mKgGgSZO+lrZv3XraUPKroW1vfUv0ww/qBG9XreLP0Lq17O6IiDiphNlWWfmLL/5EAMjTs6WyfoVRwYsvKr9WIqpff4LhevjPiy/+xOcAiGYrEzI3Q1gY09/VmlOEhXGfTZuq79MePvnEQlRdlO26uzdw+LQ6nZ4qV77H8N1V4jJgTTCdOuUaU41HH1lFAKiSnx0jhhdeYDMaBWUCr7++lQCQVlubdFbMDeTQrt1sAkBN0JvvcYE//+TvVk5mQQ2EYLNGQ5Sb69y5SqN+fT73/v2uPW9p6PVsYAQQbdum/LiBA3nMPX7cdjudjkuIdu602iR00EIigEuLXYzohX9Lgu3ZydnS9sSIOKms9VbsTZf3a9pHEdwpK8l6qVnokPeJALquDaGMK+ku6VuU9IYOfMd8h04nW/aWfCSJdODywWtRrhP9PvnlfqnE88iSXUREtHfyN9LnzbtpR5DeQRwMHs6ff5ihTLFPH76On392/KT7DZ+lYUPXXKQdxPh1JwJovwLzqehKbI4Q6n+vfIN9+xTNk4rzi9lEB6AYv+5cpmvAwdd+IwKoAJ4Ut+0MmzHdc4+iMkpbuBaVSIVgWYOYNQccOkdi5BUqgZYIoItblJsk3DiXJpUTX9PWUlQqeSv2JhWBBfLjvrI+rtnFr7/ynMt0Tm4LwjTK1e8aIW3TvLn8/u58H9KWLa7t1xSNDeXrcmWw/lzSSxcvWu5zFR7l8ZI++shssxi/Sr8/TBH++FeGktx6NktyBfbVe4TLgJu5zogvdCQbKZ3x6WTVAMoajgX2N5ZGK8D5zSelcSCzQ1/7B5RGcTHR/Pn8ffeUNz8pE7z9Nvep1DCRiOiJJ1wjHXPPPZbltWogSnE//9y56yAiGsDvClqwwH7bvXuNa8OyLOu3hwUL+DpsmNr9G1FRVnwXQa8n6PXMPGnU6M5mDgLA9OnjAADxOftwC15AqAmLQbBprIijFhSUYPduFqkdP95SoNkeXn+ds2LX6DDOIlg+++Isc9CVYrVyEMxBQa8ujUaN2JK9sJANReTYkbag0XCpTaVKdptOmrQSRDfg4dEEn39uZFyMHt0KNWrcB4Aw5+cDbBevVPBWpzOaEEyfLttk+XLO9gcGUgxs/wAAefJJREFU9rVZVv7880MAuKGo6Cz2/nnCft8OlBV/9NE/iI//AYAWNWs+AABYsWIG4uoaSq+OHlV8LgkDBgCffAIsXy6fObcGwSaNi3OtWHdqKvD88/xvUSYOIC6OmYNeXjXkjlIErVaDn3/+EoA3gCwAbnjhhdVo3bq649drgmcGNAAAZOVG4erVLOsNT55kMxo7bAC9nrByJZdTdOo0AVqtcqbPk09ytvISTiPvd5NSDlFW7MCYs2PHBdSu/SDc3ELwwXcnefwhUi6urARE9pmDMTGclXW2jD4ujo11PD0VlSBJ8PPjLPbmzbbbabU8Pg4ZYrVJ1YN/AgCKho5S3r9CdHptKOI8miIQWTg6Z4O0PXbJLwCAk0H9UblxsMv7BYA6fRogzqMpPFCC4/N+lG1TkFGA1rtX8DU9/SEC6we5pG9dzz4AgIATpUwqtFrZsrfzH/wGLQgx/j1Rs6sykyAlaPt0T+xtyUyr2vMex/4Xf0K9De8DAM6OfBk+wS4oi5dBwSC+lwIP7eANgqFvp+TPJtq2BaKjuQy/jKEv0aNBLpcVV7/HNnMQAHJ7MfsjKOeqvJGRYJzYKYONHPou2mXvRyYqIXDbD/DwNTKJu71/P6KrDocXipD2xBzQ1t+Bf/4xzuEcxPnpy+GJYhwP7I82T9kocbOBOr3rI7rWGADAtXkrFR0T/88lZLftiZb5R5GmqYa8rbtRqY79eVjlxsE46dMdAHBl4fcOXS8Ann+fPq28yqNXL67wcfX9t28f/923r/z+iROB116zPgd2Fvn5xrLFVjLGO4K9JeReygJWmIM3t/D4ebbmIPiH+Mse2nXFY7ihqYo6ugREvyXPjBVIOZ6Mrgn8zqy2QHkllj20XT4FBfBCy/yjiFm9T/FxJz6LQIfMcBTCE82+elnRMU0faIPL7s3ghSLEnPdSN2cGWJJg/nxm0/3yi/LjioqcKy02lYhSClcxB8U87dFHHTt+lGFu9Oefzl0HADz9NLMwn3zSfttevXh8OHmybGS1bCAjLh17J3yBsOEfoGjQCJbSsWP0859GOQQrVeG/xhxMTMyUGEtpaS7O4JUBdDo9ubnVIwA0F904+n7TwJT4hjP4NGKE7LFz5/5iYBZVoZsOZvh9fbsQABqDfsxoKw0heLp7t0Pnp1u3jOLTaplfSnD2LNHmzbYFy69cYfals8wEG4iPzyCNpjIBoOnT11vs//zzSMN96UnH1Ai8b97M112lilVzhqCgAfwbjvnY7ukC3ToRABrX6zX7fc+cyVnhFcqMfdLT88nTszkBoLZtn6Xs7ELy9GxJAGhoj9fssmBlodcb75+pU4nWreMs3U/22Rqk1xMFBPCxMTHq+i2Ngwc5a37zJrNIxTWZCJBPmPAFAaAQFzCs1q6NounT19PBgw6wXW0hKYk8UJ8A0OvzfrPerkMH/nx//23zdMLoBvBSd18TUWFhCWk01QgALfbobhwflnKWXa2RzJEjSdIzyONiEO1pPYLIzY3ZF67CzZvG3z8/X77NjBnOZaIFtm+3yRq2CmEm1LixUxnl1FMpEmMt+YgKtrMKhD2wwiD+3lhiQglWVtj4VXaOdg6h97Jp0VmfDrKMjoin1hIBdNWtriLWiSJkZtL5gU9LxglKzns0yMA8G7XMNddggty0XLro1cp4TwOUpqlqlYnjCgjDk0J4cD8NG3Lf+/aVWZ+KMGsWV0vYYdzGh16S2Dmm7D2r7XezcVox3Ch970nLBjJM9NI4s/6wxL7b9+xG2TZxOy9QATyZ6RswSLlY/5dfEt13Hxs/mCDvZh5lw48IoOj3tts/jw0cW8FM/lz42GUDJ0ZeoatuzJhOcG9AsX+cUdVXWCeuVDju7gT7fCEzpukpS8MeWYwe7Tr2kCmGGaqKvvzStedVimPHjHNQuXfJIMN9tnZt2V2DFWbxwRr38bg4+iMrBzJCe84jApiFZ6vdwHeIAGbnuhjhLaYRARRVdbii9iWFJRJLOLzlM6r6Cu31Oo8B6EZ07pz9A9as4UoRhXN9C4waxdVZR5yo1hPsux9/VH6MmCtOnOh4vzodzxEBNq1RckixjsLGfkLHAvtTzNcHueoOhgo1Z0z0yhPx8bymcoB1mXwkia5rQ6T5wr56j1BJoYkBVmQk73Nzc+EF33lQE1+rCA7eZoSGXjIsDn1v96UoRpcuLxMAquNmeAGKEi8xOZkqT28XQaGePW24GdnB+PFcZuiNpqT7WObFUKMGX4O98jRr0OnYyQxQV0prD8XFRJcuKW//5JN8De+8Y7+tKZYvZ+r6P//YbNa//3wCuGS3sFDeJTAgoBcBoD6tZxF98YWy/ufMsVmOe+HCDRKOyOHh1h2tBUaEsJN3Nf+ByvonUhxcEA60Wm0IXTGU3z3zzPeGbTUo3bBoUe0IJlyHx49nN0VAscsh9TSUzG/apK7P0hgyhM8jHMnEQvpJowNd795vEABq1Wq6c32VJUpKqA36cQC3hY0SgHr1+PMdOmTzdJUrDzIEg2c5dDktmj9FAKilaQlPVBRPWFQ4n+l0eqpZcwyPZd7tyc+vGwGg4MqD2B3TlRATwcqVrbcRwTlnS6Ozs7lc0s74I3ucr6/t33DlSh7bIiKsnkYEx874KHQ4dwDZydmUouX3TNi4z+jq/ngisCtvyonkMuuXiEsQ8+DNC8JV5t8DO6R25MXncBc6Xufnkw5cCkcAnVlvcIn+/nsOTK03Ty6lnkqRgkKJEXGuuw4T3Lxwg8LazqJr2lp0oOYD7HpZlrh8ma5oGxABdOjN343JO2eTOM5COG/u3Wuz2f4Xf1L9XFzUNOGF1P0y95IoqZsxQ/ZYXbFOCpjvqzveZj8iMJCAupQHL2VyBCKZMX++2WbhyHxNW1t1OWRp6HV6Oufdjp8nG67nJYUldMGLk9Kxni0cGgMSF35HBJYluGFDasUmXn7ZIgFoEzNncvs33nCsP2uoVYvPW9YSFtYg3mV9rZSonjvHCfhiFyVP5NCypQVJQVeso5uaYCKATn1re56SdDCBisEBIGtjW1FuESVraxIBFDnzfy69fCJOKIhrOL0u2m57kTTLgj871auAWWnxW9afNQnCtfaVV1T1I0EEsD/91LHjiYhq8ndP0fa/Gwnr1vExQ4Y43u+NG8b5vMK54r6646VjUjXV6eq+K8YE193i2Lubx3ZqqVBmygQi2J7kVkeSnDCbIwm5L4CoyH7y7G5FRVnxXYRLl7gkzc3tzi8pFnjhBRa+vqqLxqXpr7HzGcAlsF5esiWomzefREZGGAA3fPzxDIf7Xrx4AgAvFOAiNv4dZ75Tr3e+rFirLZvS4rfeYpes5cuVtRduTMJxVil27wa+/96mG9SlS7cQHv4xAGDWrHfg6SnvEjhtGjun7Tu9CRnPvgzk5dnvP8VgclGvnuzupUv/BKCHt3d79OtnxZTF9Bo6s7FNWs4B3Lql0F1OAV39s88iEB3N5c+vv/4V6hvK75YvfwRubvWg16dglnd/PldcnI0zyUA4VR44wGVSgHL6/8svs0tynz7q+jRFZCQ7Zmq1wNChvE2IFj/8sNQsIeEiAKBRoyaO91XWcHPDfQFcinYu1oZLq3hWg62XdH711QGkp+8B4I4vv1TnYCnw2ONsrnDu4h8oKjKU23XtysYvo5WZmwDA889vQnLyFgDu2LBhPf78k0vbb6Xvwe/bYx26Nqvw9GRpAFvX178//33smLEkyhH4+wM9e6oS+047lYJirZdRWPwPK66FP/3EY9tpS6dgAbe/uUwmpavrS4oF/EP8ce7h+QCANpvn48ZwFlE/EdQf1dupd/1Wg8qNg3G4GfenfeVl6IqMJZ9Rb2xFy/xjyIUv2n3qwnIZb29og4JwAc0AAKm/shM0Dh/mMq5Sv8fZxVvgBj3O+HZGnT4NXHcdJghuWgX9T36Gmrok9Lj2K5o91K5M+pGQl4d4Pc9z8rds5+dpwgTnTYhWrADmzXO8lFaYmQQF2WxWGBkNAEhr0FXxqa8GcvkxRURa7rQzzzoweyPa5B5CNvzRaIvtOU/X315Hkltd1EUiDqGHsu9COM2WcivO2hoKALhUf6CF2YNaaLQapD7yPACg2Y5PUZQjL/VxeMGfaFp4Grc0wfDdt9uhMaBOr3o4j2Zwgx5nP1bpPiogxm0794KxU0O5vxpDBXu4eZONDgCrbvIoKuI5lSulM0yh0XA5sTWjhubNuRze3bqLrmocPcpze1GCL+5Pk3lw3PbzCKZbyIMPmo3vaPN0tbrXRXTtMQCA62+tkm1z+M0tCNEnI1VbA12XuMb0yRT1BjTCwUY8by18/hWQnqy2vfBLDLr+xiY8xyZ8iFrd66rqq+kDbRDn1hheKMKp76LtHyBkDaysM+yid2/+21FjjLw8o1SLmrLi++7j+96efIotiDVW5cqKDJIubzuHXok/ogRuiHdvjGqUirSRk4xzPkefwz172KRJXI9SZGWxZFaHDvKSFdYgxik7BlilkXcjD20PfgUASHjpUxycyIZAbXYsQ+6q7/gaSkqMBzhrEPZvQTkEK1Xhv8YcfOedbQSAfHw63u5LUQydTk/e3u0JAI0bV8r4Q6+XzWY0NzBuatd+yOn+61UZRQConV+p8uXiYqbxf/KJc9H/oUOJunUjOuFCNkLlysbMxFIFmTEh6txR5X2hQCi9Z895BsZSOyou1lltl59fLJWQT0ZvNsywB8FYW7dOdnft2g8SAOrX72375yIi3aLF5AY27Fmw4C9Fx9jDhQs3yM2tDgGgRo2esNj/wAMrCAB5uDehwgyVpWrR0cyaEr81QNSmjaJD1ZhjWIVez+UWKCW2m55OdOCAGavSx4dLtl9//c7OHCZ26EuAm3W2aUGB8bu2wfKsVm0kAaBmTgh35+YWSaXAn34a7tA52JCHzVsGmhg81Kz5AAGg1q3l2ThljibMFKI//yy3LvfN/oGK4E7nvNtR5kJmHsjKUuTmEnlwxteakHxhdiFlIkARM8NZFOUWSSw9ApcenvvRQba6SlyLviqx+MIM0gwlhSUU68lsldDeLmYCERG1aEGh6E8E0H7xDp8wgT//8uVmTQ8H8ztAMu/4N6CggA6CmXBx7k1cd17BPjl6VP2xer3xmUi0bfoiyrz3mhiP2cOJx5kBfwuVLUvJf/qJS5plWH56nZ4ueLXhe2DI+4r6injmeyKAklGDij6wXXJJRFzOLMP8EWWNaj6nLeSn50vsrPDHv5JtIwwYQp2oiKFjx6TnK7L+o46dw8p3YhWCxTR4sGP9ySE0lM/ZoIH1Nhs3cpv+/V3X7+2GYL2/9ZZxW3Y2UYmxKkcYjRwNUlYFI8rac+BL6ZfN5zV6nZ5O+3bh+67Pmy75CHJIjIiTmOoH5v4i2yYrKYsueTYnAii6yjDS2VhT2EJohxf4/YIe9k2JOrHpj8PyKzt28PGNGzt2/OnTfHxgYPkba9y4wRJeq1crah7a501mvFe/lxIj4iQZh+NLtzsunZWWZpTyefVVdceWlBB5GqqyrlxRftz7bLRGkyer6k48dwnuDaiksISK84vpinsjnj+hHxsBTpliXEOcPavu89xFqCgrvoswY8YGAkCVKw+63ZeiCmPHfmIIatovU+FSUh8CQCtX2i5/UYIFM74lAKRFNcrPdU0J3rx5Wwx6hoFUtepwys52cWmfWHgD1l3cTHHhApc3t2un7uXTtq15qXcpnDqVQoCv4qDQyJFLCQD5oiUPzvYwdiyXXO3YYbErN7dICop8q3Txvn49tUJfAhSUgo4eTTR8ONFl6+XKOp2eatS4j4N/Hs0oWUanKiUlhzSaYAIMzsVqIFxhTf9YKb0yxfjxq0ijCaLevd+wGbC1i+vXuU+Nhl96VqDT6QkIIAC0detpx/srDzz4IFVCOwJAEyfK6BiZuvzq5L+7RYt2EMAO2bt3O+dS2LjR43w/VhrFE51//mEZAwUlHvv3x5OHR1MCQAEBvSjfZNH90Uf/GK7Rl650vsdsYVGWiFrwF0U88z3pn5zK3+PcuY6fbOlSdopPTbXb9OiyPZJLJwF0MHg46QGi6tUtx7xdu7hdnTpWx8Ojy/ZIZTOOLlDUIDMxk/bXGUc58KV9L6jQHXIBwid8QQTWwDv60T8U2o/LPG9qgikjPsP1HfbvT8fR1vD9VuPvV2h3mZQVmzmv7rShq3sXIrNBW+mzxYeqkAixhVYG7cQ9e9Qfm5NjfMdkW09i6Yp1UtBcTfl1cX6xVAZ5XMW8LeqdbVJ5oVK37MLsQroOLtXf11leksQMw9k9mr77TtqUk5Lj+t+HiELvX87ndG9oodd47sfjRGBtRqdcuePj6Ti4hPmGpoq5HpZSDB3K38n331ttUlJYQgdf30qh3V+lqEkruX2LFo5fd2ls2MAL/9GjrbcRAcRmzVzXrxrcuMGl1M+o08WzCfEcVqlitUlEoydUBfP0Oj2d9+Yxt7R2q5AJyIYfpcZcd+rS7SG071tEYPft0iXvJYUldKj6vVLJpsMl8UR0ZsMRKdGWE21Hs1PIOqiUj9Lr9Cw3YFqaq1Y2iIjojz/42E5lJ1/iCuh1ekpwZzmMfbNZoz+8BesHK9WStEBRkXGdWbkyawGqRdOmfLwa+RkhJfGm8mC4XqeX9IlD7zcmMcX8KQF1SBd12Ki/Ctx+HeEyREVw8C7CQw+tJFcx6soTHPDzJAD09Qtr2PTACkaMWGIIJHZwCTsqNzOPNODgzeL3FOjT2EBKSg41avSEYVFu/NOp04tOX6cEvZ7Ix4cHnmHDlA2IOp1jWR2hvXbwoOzuwYPf42Cfb2dFv8W5c2nS77yx3cPqr8cEn34aTgBIo6mqPAC2Zw+9ia4EgNzdG9i+Zj8WIqfYWKtNRFAb8KJNm45Zbdev39uqviciYnaeeMGIiTrAGjg2wEY9Gunea1bnEaKPPybKc8C0Z98+7rNePZvNYmKuG/rTUHq6FZOKOwXPPUf3oL9hnHzQcv+lS0R16/IfGaSn50sBuQ4dnnf6ct579y++j1GZMg8cZVFnwGZQmoho/vw/SasNIQDk5lafIiPNs6Y6nZ68vNoQALof/Wzex6qQlSWrr6TX6Sm08xzpPg1tMImDc127OtaPXs+GQIAiUfETASzofTh4COWDv8MDTSayzmpp5vfrrEtGjz9u9XyhBlH/vU2nOHb9DkKJwYOroSvWSTpCQt+PAIqYJs/Ydhrjx1MR3CgDgUQAxaw5YFwgmCSCIqZ+RwSwVtu/DdOnSwGc8D6vO326mxdu0NW2Bu2rX+RZOTZx9Sof6+5uM4EY+8cZadGt1qQmssFEHhu6Kdf2kpijnRVq3xkQ2mAyEUAnPBTongozgM2bjf0uYjZQols9p/UGTZGblkupmurMNClVKRPemhes++tYN2ZRhJwcw/PFjOCYr+XnbzYxfjzr/f0lX2GhK9bRgZpjzBKXEehNej9/5669NIqKOPhiDefOcf8BAa7tNyeH513X7BiNmRp05brIBNI0GWxl3i7YSmqMcvY+sUZK+giDrbQzqRTvznpxof3nu+LqbSI3LZdiPVtwAi9ktNmzFdbheWlsOb1WgZGQDeh1eulz7XvOhuZ2bq5Dgb3jK/fSJc/mdMmzOScwGjWySaSwicRENrRRoQ2em5ZLYeNW0qUJb3BVT5rjgVSlOPE5G21kIoByDYan8aGXpDmDpB+sBocPG5/fM+qMlyQIzcevVTC8RQBPqf49ER1evNOYqDJJmubdzJPG2mPTVhnfJyjfypnyRkVw8C7CwIHvEABqYUts/w5FkyaTCQDVQQ+epHXvTjRmjBkl3Kw0dfI3Luu7desZBIAaN55k3Hj6NE+yFQ5YJ04kk7d3OxKMou7dX6XJk7+RgjSfr3Agmy8HJW6hrkJgoFVqdGFhifRbPPOM9exyadStYSh31A5wysG5R4/XCADVV1M2c/YspcCHAC8CQH9YcwEsLjZ+x1Zeuvv3x5NgsFqUw5cCB0W57bJuCjPMYtIbGMhMDuEoZiOzFh5+mQB/AkDBwUOkIOEmNLNrriGL9eu5zwEDbDYTbtRubvXV91He+Ptv+nrUa4bAcpBVAx1r6Nz5JQJAWm1NSkx0/r1SWFhCWtQkAPRiv1ftLgqIiB59dLU0rnh5tbLq6izauaMeFf/monLv8eOZhVxqUnXglV8tWK570YfvWxtMJKtISTEyOO2ME0KAvBhudP3YNan05YJXG3nWnzDq+fZb2fPpinWU6MaJEWvlT/825KfnU1S1EcbgbpeXy64zgwD8vgBOeoT2nEcUYnD/MymJFSySUJNy+X8N0tIo1I3ZkofRUZ0QvQn0Oj2FP7qasuBPhfDgc02Zot6IKCaGv/+qVW02i5jG5aMnAnqrvFA97XuSgxMXvVqZ77t4kd+zpZjaiRFxRGBzHrVmNNcPxSk3smnf3iIwHdrjNQ54mc4JXYTwRz6XgjSixDMnJUdaYB5Zssu5DvR6onffpf2Bw8os6BM6iA0D8+FF+2s/KJlNHOg8q2zNOUojM9P4znGlU6pIjLZvb7udXm+cJ592UdWEKJMEWG5h6FCir4xl6MlHkqRETqaKOUhhdiGbCAF0vFIfOjD3F4lNmORWh7KS7JTfugjnNh2TylHDxq8iIuK/DZ95/xzrMkZqILkW17jPxsWYBJcVVlUdXryTdNCYzXX2N2cmJy1a5JJrt4WspCxJfiANVegaQhwLShKxG/eOHXalJIiIXaMB2tvEvBRXJH0O+Azk+aEafM8SEE7JAggWoJwZUm4ufzelA6+ilPyPPxR3E1VtJN+z7Z+z2LfXl8favdXHcjWfuDdsMK/vdlQEB+8idOz4AgGg7t1V1u3fAfj11xgpsBbux5klatbMbMB+5ZVfDYv6KnTzpgNMKCtYtSrC0LcfJYkX5Lvv8jVYcUs2xYkTyeTh0cwQNKhBK1aESfuaNppEAKgGurnGuUiv5wzXqVM2myUnZ9PEiV/Stm32WTey0Ol4YQ7IZk/nz//T8FsEq/otln4gSjIrUdJnax27NiJJp3L69PX2Gwvk5BC9/DJV8WXH2lGlyiskmJYJWPnN6tV7hABQpUp9FbEB2zZjncwq6KxsEhLJWTpq3JgDgvfea3OiWlhYQpUq9TFcUx/Kzy+WrrEWujN7UC2ELoedZ2Dq1O/obpIzKCwskbT+Vq9WTvtfunS3FJRzpbZizxD+nap5GIJW1apZbTtt2jop6Nuq1XSbz15KSg5pEEQAaP4wF2kJ9evH1/jDD2abpUBO55dYGwxcOpR/Ls6xfvbv536sMDhNEdaGnTL3G5ig6ZdvSaw0ixLd+HhjoD1O/tqOfxpOBHbUzb/TmbAuRvKRJIr5+qBL2VIW+PZbIoAiW06VgrjSb3L1KhFxmbVYQF7cYvtdd7ci8d1vpUXmlV3GsukDr/xKkfUfpf21H7Rb5hf20EqzRWoW/OkiGhE9pLJ6ZP9+Dvo3bWqzWVRVLsEN7apSLkCnowzPalIQSSrV1euNbOlSmlGivP1wsGM6dkeDBvK1jlhiu6FYzJmUgAl35IinHJ+jWENxfrHkSHyg5hgqKSyRtKyuuDdymYzB3klfEwH8WZQiJ8fuXOHq/nip5HrvFE6wiITMRa9WjpUxm6KkhAPc9lh7RHz/CI0+K/qxDuHnn/mcvRUEwTt2VB1osIm8PKLFi4l+/NGoX2bipCvKgM/6dFB96kt/naVc+JiNGde1IXTJ0XWCgxBuxPnw4gC8SEop1BVVgotbWcuvCO7WS5SjoljTsoOy71JXrKNz3u352a01lgNlAF3T1KLsYWPN2MfKTqjuWdfr9BaM3ZNoQ7pFMi7wSvDUU3yed9+12awgs4BuaVjr/sjS3Wb7Lm45JV3LRTRWJ2HzGidhlMglWcWHHxoD6aURG8v7vLzMv+saLDtBx44p6uLStnNSouqKjJTQ8Z7PSO/fnOA6fG6t1qZe/92OiuDgXQRR0jp8uIMDxW1GlaDBBIDaw7AALWVEERQ0gABQT2fEmmWgy8snD/cmBIAmCfHp6dP5GkxFgWVQXKyj4GC+bje3erRnj3n53va/z0mL+T8+cdHkwQ727483YTF60JAh75Pu583MmHlFYUlPVpbxBSRTLiEMD9SWTBcX68jTjb/rsQ0nWW94/jybb4wda7Fr+/bzhs/mRucc0CUR5cBB1sScL1zgz+0vXyKzcuVeEmW0tsqJTRG+6ywJI4yNn1hqKFpg61a+hm7djNtsBBWFpAAQIBltbNlySrr3NvewXkJpEzdv2tQbJCLq1et1KVh1t6B+/QkEgLoqXORmZxdK5cQtW7pQX4iIds79TLqfIlBb1jgoKSmLxo9fRYCWAFC7drMVBaU713iYg9LeKpk+cigqIqpdm+/LcKOByvVj1ySWzuXt56kgs4CuutXlLKvB5EI1NmzgfuywVrOTsyUNNNNJa+jAd4gAivVoQSXhkcYDDh/m73egdSH38BbTeOHrhNlMBWwgO5soIYHSL9+SgkVXtFwCJliioqQ41rNF2QYqbzOiqhjYXYZS2/CJX5ot/M57t6WbF+TLKk11NkN7v0HH/Lmc6QC6sZmYWuh0NtlXQserBFrHdPiaNKGj6MDXKzSbsrNlmV8lhSXSGCL0rdRCfJdnlBj0FRZKi9qspCzpvry63wENLAU4+eV+KfgdXWUo5cBXWSBTBa5FJUoLWsX6bT/+yMmppCSrTUI7v0QEczOMjCvpUvBg37MbnbvwcE7OUGeFidTGjbn9Xuc1yCWs4OAVjVNQ4v3gg9z2k09c17+AKH9ctUraFNb+OX63tn3WoVOeWX+YDtQaSwnuDSi89QzVrFxXQK/T06Hqo8zGutDOc1w71n/1FZ0BE00EQ9H6BSnrd9+zG6XE4c0LNyjvZp6xLNsRUs7gwSxzorC6InLm/4jA+sD7Zv8gsY0PtHJQ/uS++/j7/1JGf9sEB1/7TUr4ygX/D9R8gJMp6GVz7LCAuL9XrlR54Sb45Rc+R3eZJMgjjxjvsesmibbcXF7nKaxeEwnogyHy+qf619+gePD7KrLfPA62pqc78GHuHtxRwcFFixYRAHr++ecVtf+vBQeFOcLjVpzQ7nQsXryTBIPvcp02ZuUJmzeflAJC1sroHMbp0zTcoEPm79+Tt9nRJNDp9BQefplatJhmuC4fq2WqNT3ZBKNZjbLXgtTp9OTv38NwTd4kmE4PGDS0aOhQZSfS63kATU62eHFevnyLhHbgzypEyQUeGbOcWPevkfWyTuHSKyNwLcrnqzoogrtnT6zhe3GnC3ILr717ue8mlk6ShYUl5OPTgRwp36/vycHtepXvtd/4m2/4GkaOtNv0yJEkEoYg40tNgupUG00AqK62d5k5odWtywGo0aMVOEPebuh0RJcu0ZwHPyQ2kmliHmR75RWeZJTK+I0Z8zExU7a6S8qJzXD2LAWjIwGgbuhPNGqUtCs+PsPACPeVnuVmzaYq1tkMfW6ZFCB2mEUssGAB35OVKxNlGDVXQkcuJQLY3dMAoW+UqqlG2TJGPXYhmNtTbE96RQDgskczs4VFRnwG3QIvViPd+5snOAT7Wga5abmUrgkiAujYx6Hqr7sCqiBpyvV9ixMRBhyv1Je3Dy37Mq3bCbHoStcEUfiEL6RgX0TjSXRdy6XWiW716NBbf1ChibFZxLR1VAh2F95fZxzpdXqK/eOMxER0NdvStJQtssFEx04yYAA7OpqOFXFx/Jx7e5u9n6Lf204E0C1NZcfYu2lpdOPeJ6QgnxpDm6gFf0ksvrLE/jk/m2l8RlcZavYbO4WUFKLQUDrvyU7PkTNtaxVLmD2br+cleY3HzMRMKSARNd9cT0skZGJ8u8keqxhfsMC/rNO8CfQ6PV3ZE0tHGzxAOoADm67CK6/wNbzwgtUm+en5FN7yGYry6UtpCGa5BFdDlLybaJed9u3MQVhbWnp3AQoyCyj88a+YgeciR3Az/P67NN6cFOs6J5CdnC0lLEIHLZS2H3rzdylgp5qBWZnnKHTypN2m5zeflCoiQu9hpl9oKy6pPaVp41hgtVs37n/LFqtN9Dq9pOlsjTF+el00EVjaJf4LeZ1SWXzxBTP+VMoenf/5BO2f8zOd+/E46Q8fYY14uUTywIHG4KAj0kpElHoqRUreHP3Iisb/559LDvGHg4c41M/dhjsmOBgVFUUNGjSgdu3aVQQHrSAgoDcBoDku0mwob+h0eonxNrTHa2b7RBCuTMxW9Ho6UbkZCWbXzz+fIOrShQeUrZblg4sX7yQ3t/rSYt1eQPbzQS8a2nnSiRO2WVh2sXEj0cyZRH//Lbv7vfe2S8HKiIg4GjZsMQlW0pvo6hI3uccf/4pY76yNQ8ezgy+Xdb5gzZlz0yb+/ktpUeh0evL0bEEAaJojgvkpKURRUeRjKEt+5JHPLdv8+CP3LcO+mDjxS8P3GUhnzth3UTXFpkffIal0Pty24QQt5YALPfGE3fM2aDCRAJCfXzeLYOvPG6Kk33/rl7utnMFx6HR68vBgJuhbb5UPM9YpFBURublRMnxJaE9u3mwyMRvCwQpaaywnM3WcLpPEi15PrwUw+1iDYLo5mUssdDo9Va06XBpjPDya0JAh76vTSfzzT6qBbgSA2jrINCAi1iRzN7gBbzRnhoiJY7jJs1SUW0RX3JnRERo8Vr0e1FSD27GNche9Ts+lVQCFygSmQwe/x4t81KPC75WxWcIe/FQKDJSHS/F/HfumfScFwMT3fXn7eYmhdi366u29wDJGcX4xnfLrasagiaw/QQr2iWeIAMpAIEXWn2BWhre/9kOSODwRcWm94RyuQk5KjqRNlg8vNiVxBI89RtdQQwpgJh1MMArS16lj1nR/nXHM+GmnwG1YDgZGYjQ6Wyzm7SG061xmDjd90rG+VeD85pMU3uJpimg8ybEkijUYdLhCa07gYHPDx5QdJ0pkrQTaQgcskBi9pcfH1JnzJTakQyYoAgZNUmsBSiLhbGtknoVVe1C126xNTGQdNVq6VHZ3QWYBHQ0aIPUfg9aUO/R+5/s9f57nfAsWGPXwAElGKCspSwooO+Vo/V/AkSOUgqrS9yVXDqomYS4M1+LdG5qNuURGWZXoyoNJn6cwmVFUZPx97RiKXNp2jq5paxGB9SKFcVnqPycpD94cuFokvya0iQYNuP8DB6w2EXrSufCx+T6OdmMphvC6KnTgVeLGuTSKNrDtTd+B2des6GUKJ2PA4RJf4Qx+2reL9QDs2bMU//InRGCm9r993kJ0hwQHs7OzqWnTprRr1y7q379/RXDQCry8WhEAWrbMReYXtwHPPPM9CU26Y8dYcyQiIo6EocPKlS4sHTDFww9THTDjrnHjScbyuVJC4ePGfSYFEQE3CgzsT++8Y8flePdu8gc7h/bq4aQepNAgee89i13MGuxJpuW+Op3ehN3oSxs92jrNIAsMZJblsGGLHT6HYP95eDSlXDmHzk94oC1d1rFp0zHDZ/FyjMFlmPTd34pNaPz9e1i2WbuWqFIli75jY2+SRlOFANAYR8olL1ygKujMgZpWdkpT9+4lmjfPbjZ89ep9UvBv3Tp5UfuaHsxcrV/FhjBzaeTmMmtx9mybWpk//nhc+j2SyknQ2mkYnOVqVB5GAKhPHxM9PjGZCA2VNomSbXf3xqoNTJQi/+mZ5IbaBIBGNptGRKbGI160YMFfjrmznzpF76MLBx41QY5rtY5kMWYaM8Zs/MiIz5DYOaXLkyJncGlwOgIpY5tybUciIhrEZg2lpSVMIbQB8+BNt2JvWuzPTs6mFOEMWusR1rqzMRcoyi2iRLf6FoHOCpQB9HqikSMpT+snsSGEEUNYxxeYmVTNPmv634Br0VelhV9Eo8fNHKszEzMprP1zlKKtYbYgInApcekAzdmNR6X9p75VwZT4/nsuj5QRUA8dsYQIoBRtDXXnLA2DvtRxT068ho35mGg7MwRNNb9unEuTWJHnFMp2yCIoiPaCExcXvFrLt8nK4iqRiROlSpXTvnx9kWr0jO80fPwxEUDH2vHCNk1T1b4WYGYm62QBsqWBKSeSKRt+zFqTS+r+/DNFGL5vh9mlRFzdAth0Hw1/dDURIDFtCXAt+0wwjjZskN0tkkiZCJAY6mHeCqtybGEHu2RTu3ZGLTVAKjs9smQXEUAJ7g2c7+vfjuvXzRMEAxZYtuncmUkA52wz/i5vPy/Nc6IXWgbhruyJlQLjh6crTCAnJ/Nvq9Xa1Ok7/mk43dQEE4E1Pc3mOno9hbnxvXq4knWpFFno9UQ+Bv3JS/IyEUW5RXTZg+fEoabzZLnrbPc4EUAF8JTcsF2J1FMprE8MZiie8usqvSdO+3amjCvpxsZXr7LeoNAjBYiWGTTmDx9mrcVVq2T7EdDr9JJuqw4aRQmP4wF9+Ltq9CRr2T5adoHS2407Ijj4xBNP0AsGeret4GBBQQFlZmZKfxITE/9TwUGtll0vN248ar/xHYrCwhLy8+tKzBJ8kPLzi6ly5UEEgAID+zu2QFaCzz+nr9GKhE7fMU2I2SSpuFhH7ds/R4LF07jxJEpJUciG0enoFYkZFETxJjboqiEmTibMJuNHiJSCCSKwSkSUm1sk6SJ6ohGlX1BQln30KNGkSTxBMcHOnRekYFRk5BWHP0bSqSukQVUCQI/KLcTfeIM/57PmbKfu3V8lAFSrlqUWoSLMZVZAzGMvSkHe7dvPy7ct5brXps1MEozJ/HzHHPk+qjGMBLNTLfPQ8vJ05OvLgZ+mNlgOm4Y/L/1mf/1l6TwtC+FeGRRks1mfPm8SAKpZc4yaS7+9GDyYCKAXBr9tCJpVpbS0XC45FuL4BrOKwsIScndvTIB9V2qncOMGTR22UEqMzJixgUTp/v1Cn8sR6HRUlFsgMZ1nzpRf7NjEzZtEDRsyc/CCeXnegbms93LZo5nFYSWFJXRRY5hYtlQpOJ2czAYBpjoxpSAMB8JtaECGD19EBFAqqlA6KhHVqmXVTVO4iKZqqlOeCw2vKmAF9zLbItyHmQCnPDvQpb/OShN+uUXYvxUpJ5Lp8KIdVpkJJYUldGJVBIUOWEBhbWbSQRuGSBHVWP/ppGdn5aVmL3BAll41T15mJ2dTmqYqBy6dNef47DNjoB6gc97tSP/9eu53kNHMKnQoP7NnfDo511/btpSBStL9JFtqnci6fOTuTqTXU0Z8hpGZdTezP/7i0uiiNh0lLcDjn4bbPkYEphrJl1MLt9IYv27y91VcnKTxVggPum4yB1WFeuwUT5GRsrtvXrghBUvCxn4iOSdnINCqPqdqNGtmkSQUKMwupCS3OlISKXr+71LA4sKvMc71K6pW+vZlQxZfX7PAeWj/+fwsKmWC/peh0xF5eFAkejFzsHQ1gKnTtR3m3r66DxMBzBC0gjC/ERyo8uqgrOrg5Enu24ZDfNjYT6SgZIxfN0o9lWLRJrHz/VKbM+sP2+9XwFRX3kplR9i4zwxzomp2nbH1M2bSCTDDPLTzHPv9X73KJkIKDExSTiSzyz1AydqabDZDrN2aqqnG7zv/HlSQkc+/e/XqFsk0es7gMmwwRKPh1mWprkVfldigBLDmoALsG72YCKBs+NF1VJPXQfyX4LYHB3/44Qdq06YN5eczVddWcHD+/PlS8Mb0z38lOCjK5JwJ2twJ2LjxKAnhfY2mqhRM2S1HC3cVzp4lAigAXNbcFv3Yrbe4mHQ6PbVt+6x0Pw0f/oHqIGXxG2+RJxoRABo82JL1pxiteICkXbssdtWpM46EJllpxMbeJC2qEwDq1c7Sit0Coqy3lI5Dly4vEwCqVs22HoxdlJTQWA8O+mq1NTk4YwoZFy2dTi8FORwunTdk1GncOKpe/V6yYI5Zgek9+bETWmS6OS+Rn6Y1AaC+fW2b3diDcAkGAijGlqvlxYsUUmUEAaCGSieVW7bw99S5s9UmXOLdnADQjBkOBJ1uF57hRU7+a2+Su3tDkrQar13jz+zmJgWQXnzxJ8M4VFl5MsBBFBfryMenk9m7q2bNBxTrC9rCgAHM1LVqwmMPBQWsA1oK4S2e5slTe/kxZX8zZq5kwV+5KL4CHFsRJi1CbZkGFOUUUqymCS/k0Ido1izZdomRVygL/tKCswLlAIO2WDKqSzpmNzRViACKcvb98h9G8ksfSgwvW0FEM0yaxGPfB+ZmdsJVNM6jCRU7mBCTYHin3GrXX3rWDg1ll1saP56IuGxS3ANOM/cMweeDAZwMkjUMOHOG+69cmYiM+mGXPWy7Nt/xuHiRP5ePj1SGHtbhedvHvGn4LWSkTGL/OCMFII5bq97R64mqVDEGCPq9rf66c3KMi/kb8oG+8NZcMn3Bqw0V5xdTSXYenfNqq+wzKkVUFDvP3rRkpAs93WRtTUkPU5TzO+qsLeErdq2m+wxVHtevm+n7HqnMjPrwCfJa6BUohfr1KQc+EjvdLOEUxnMIqlfP5inEmKCDhs7b0FhPG/yINK4pGnf37OH+W7aU3b3vuU3SsxDR6HGLUmYJV65QRINHicAltoohnHx9fWV3Z1xJlwJvdg1diIgWLaIoA0szB76y1RxmWMyBNHu60qmnUijWk5MO17S1LfRjz/98gm6CkwWh1R82fq7Sf+6/37zfUuOcXqen/XN+phi/7lKCqACeFDp0kbJ33549pL9nEMWAneij0IVS6lpfP93tuK3BwYSEBKpevTodN9GSqGAOyuPmzTxpQelywfzbgGef3UhGEX4/ml7WJR56PVGDBrQUHUiUDG+ZyYydBx5YQYJ59ZSj2fO4OJrZcZYh0BDsWAlmSQlRADtz0llzBtjBgwkkmHBmGmommFtzDAlmZKg9t8EvDa6Jo43uTOnp+VJZ7Ztv/q7++kshc9hockcdki1RFoYwJi5axhJaf8fLI3dxWQYFBtILM9cTAHJzq28zAKPT6SU9z3r1HnGsXwG9nubO/YUEQ0zWEIWIFy2xsVbdtBITM0mrrUEA6N57P5RtY4r16w9L93WEEne61astfv/SmDdvCzlV4n27IPQcJ0wwyASw0/jN7eaTxeJiHXl5sRxAP0cWOg5g69bTVKlSXwI8qHLlQY7f56Wwb188CWOSf/6JtX+AAuiKdZJAd9QCeRFq/dxX6Aya88Sty8su6Tc3LZeZigAvFO3g+Kdh0gTx8Ju/WezPTMyUdN+OV+pToTVYXkhIkH6Xvegj/TsDgeqF3StgxPbtkjj6WZ8OytiD99/P3//q1WabY/xYRyrswU+dv65Ll5iZ+N13kq7fSZ+upJ8xk9kcRBQ65H1DcK6Z88HI6dOJADrQi83Y0jRVLc1NoqLMxvxQg3FbuEqzsTsOxcWSRuzBZ78nAuiqW13b94IwJzD8FqY4GMLzsYMh99vud9gw2oceBrZRdSrIVOYGKuEIO2JTtWqyu89sOCJpVh5bEcYbDxygw+gkJYuu7HHN+00OxfnFRi1dE53bxIg4qcQ5Zo11/Ta7EHOTxx+32FWUWyQF/Z1mKP5X0JvL3MMaTDIw/4xmb7R8OX/XY+SrXnLTcil00EIpKL5XhnRhhpkzTUwpFASJBQGjXz+LXRe3nKJc+BhYeC/ZHcMv/BojBTAvW6uEKo1bt4jWrLHqVBzRiMuEL3k2N5O6sIrcXNLn5dM57/Z83UPet93+JXY9t6Uteiv2pnS+JLc6Vp/tA2M44FcCLZ2etco8KOjlxWNaVBQ3Fiz5uUZzlZLCEknnVvw5EdBLYigqQg2W/jiJNtI9kwV/OrLU9VrvdwJua3Dwt99+Myzc3KQ/HFzRkJubG5XYoaP+lzQHo6OvSov/Miu9LWds336exo9f5XT5pWL88AMRILkL+/h0pNdf30qivM8hnTkTFBaWkIdHMwJAI0YsUX+C3zmDRcHBRIXmrnZt23Lg0SYzaOJEqqLlku369e1oIchMUp54Yo3heazrGu21ZctoOnqRMPgwC5Q9+ihPEE0MYVq2fIZUsd/koNNJunI3l64kIJAA0Aox0SQieuQR1liL4QnYm2/+TkKzMcoFItDMEOMgdBdrAZMWnCmTK2shIurW7RUSmo3ZCh0ORWl5OyUi7yK7Nnmy7O7Ll2+RmxsHdnuUMg+647F5M3+2oCBKe/BxctPy5xjUepbZZO2FF36U7s0rpnom5YDCwhLXjeOffELUpw81qjaHgF9p3jwFEz0iXmD+9JNVzUmh+ZeJAOtluKtXS9nkPHgrKzU7d47o5ZeJ1ssnhMLazDRkkWvZz04bEN5qunStprppV/bESgGQG5oq8qLlFSg7jBxJ5O5O+tfm0b4Z6ylyxgZKcda067+OK1foJoIoE5xIPDhvi/1j+rGrp6nGbWJEnLTgdPVvknIiWRLSjzAYi13efl5aELtE7+99DjQWT5wkJTEinimlqSjYO61aERHRGR825Ng3+wfn+7/daM5Jmbxf/5aCSlY1I/V6Xiy3bs3lfiaI+fogf49wo0v2ZEneeIOK4EbXNDXlv297yMoi2rlT1jyAXVO5RNTMcKewkMjbW9KW219nnMWxroLQ0b2hqUI5ppUEa9fS3oARlgEotRByOrMt52gnPo8kAjt4VySwFOKDD4imTaPLH2+xDJ4J05mF5mZFep2eIqZ+R9e0tY3MvcaT7AfIFi6kRNSWWGd2jZtWGYJYDz5ottnUpCq6ylD7WqEGHKxxn7IgppJzzdsiBdtOrlanFx3xDCcjrmtDbCcHJk/mz79okexu06RtiraG7aBnQgJFoicHzt1bUIFBSoIANmcyxQQ2aZI0CMnIRi6AJ4X2e5vNstTivfekPmOaPUAxaEU3EEzpsS6SOrjDcFuDg1lZWRQTE2P2p0uXLvTYY49RTIz9zMl/KTj4668xJMpwK+Ag9Hqi33+niPBLJuXM/CckZLRLFuvTpq0z/E7V1JcpDhtmkfEgItq/P14KYH5kzWqdiEivN5TH8mf61pa4uJikGMrw8vOLJe01pzTQTBEVRYXQkDe4NLVjxxesNr18+RYJJqkzZb1ERPQpi0lTixbUovlTJDQkJQi9iuPHSafTk59fN5cHwd6Z/wcJ1p1swLEq6zyRzDi3fft5AjwIUOgQrNcTffwxLek5i0SJ/jl7JZ4GbUaaY6kd8tprv5FGU43YpKORZUn4nY5jx8wyhLMDhkrB390h3YmmTqXMzALpfu/ff/7tvmLnYMjQbrr3e/JBLj0bvIFKihQsLoT+UadOsiZGe5s+aX8yumMH6QE6qW3HGXwljskbN3K/pZzKiYwlPgTQ4UU77J/LgPz0fMldsgRaOljjPjpQcwzlw0tiq53ZcETx+SrgIhQUEOVV6Du6FAbtVMFiORZoyUyxQDt+PmmH8ZkKHckJwqNBA2wc6AAyM4mefZZCO78kBTtOrt4nGYEcDh7smuDH99+zRMT48ZJz+WnfUjqMW7fy5+7enW7F3pRYaf+KAPV9HCygL76gyPpcduiI+7NwB93bRD5RaAbDOyM0cLT8920NOh07VvfqRZQqTwYQQYds+FnqQfbvT+fRRPr9nGLvXbzICbWdO80263V6yRAhtLQ00NSpFId6UmDIYWbfLEOC8k1LqRvhlluhN+gYhLv1vroP84aWLfm7/stY9ZB++ZbEkiWAEt3qU+SMDcru4TVcbn7Qq6+yuY5ez0YzpUrXw8Z+Is1JFOueLl9OJ+uMkNizzuil6op1xvu82yuqjy/MLpQMtmyWI4vx6StLA5ebF25I74Mbmir2nye9nm4EN6FU8LoptIOBHVipkqUJ3T338D5D8lkEQnXQsIa2oygpMcp+LVlCOoAuo76ZLMC/Cbddc7A0KtyK5fHpp+HETCJLYfgKqMfWradJq61NgAc1bjyJLl++5fxJU1Mpf+cecndjnbPRJmUJdlFYyMFBrZbLTU3QtOmTpEZPrFGjJwgAeXu3k3cKJpJ02ehtLqfkMm+QRlPFddprxcVEAQG0CEJnzXq58+jRH5EwA3E6SJuZyYsGgNYs/UsK0p05k8rXpOEJJl2/TosX75QCaqdkxIAdwpw5pPP2oUAfdsdu0WKa+X6dzugaeM2caXXqVAp5eDQhAFSlyjDl30X16qQDyMerg7KA19Sp3H8pV+z33ttOgDsBIE/P5rRejQDynYLsbJ58GzJ9OoCCfJnB6uPTkW7ezKPhwz8g1sMMuXtcmK3BEAwvGD2OLmm5JOrQfPkyYAk6HVEXnpzR/PkWu3PTciVmkk2h+wsXOMDg3UOauCba08RdxIYEpTVhrh+7JpkjhBrc2NUgIz6DNXlMAsMc/BhI8fZkFipQgbsJTZrQNdSQSh3tBr7rMrNOKr0iotO+zMRyqb7Z1atEbYTjpJbOuLUxexYzEGhTQ1QVCgsl7di0M6kSK9FMd2wDM8Fo8GA6+NpvzPjxlNcAu+vw+++88L5wgaLfY1foNE1VKlRYaUBkzhpUNEbGxhLNnUtpS76WEi8nv9xv/7jLl/l38PSUNYy6FXuTUg3O86HDP7A83qCXKNh7JwJ6KzfjKY31liY5RERHP/pHCk5mlK4kMLBU9/ve4xx7S7DZTFhNRByYTHBvQATQgVd+dezc/3Gc//mEFDw+vWafcY5tYMqmX75FZ306GBlkwz+wlCGwhT//JALoSE3WOs2Cv10Tj9IwDaypGndfZDkE4QQf2tl6qa6ExEQOgJ8yN2oSwbJMBFC62nXvK68Q9elDYUPYJOimJth6dUdPZvrRL+YBuYwr6VIpcZqmKp1VarA6ciQdQDfpXRI2cAHp8g1j3aVLrDe/d6/0/qGdOykzMVNiiIa6gvyRl8f3QX4+m/i1bm2xhvu3oCI4eJdA6H/5+f173XHKGykpOc45C5eGISs4qe0MQ+ChFmXa02Q5cYLIRHNTuCcLrFoVQYIJ+KWSSRgRnTmTKmkHWmj9CQwfzgPo11+baa8NGrRQvr2jMPRTxZdLuevWHW/RJCkpSyphnThRXh9DNbZtIzp9mnSFRZI79uDB7/H3C3DwUKej6tVHEQBqb8VwwSG8/joRQKt7PUNCCsDMMfnmTeOCyaR8fOfOC+Tp2YKETmK0muxgdy6dfOHe90joXtoM8j5kCKKsMmb+jhxJIsCfuCx9gvXA8t2EZcuIAIqq0kZiCwstRwA0dep3t/sKnYeQI+jUSWIfRFcdZr19ZqbRFd3bW5bJEXrvh0QAxbs3tM3yKSlhbbmSEjpSWeHCqVRigoiz2YeDhxABdM67vXotKxOcXhfNLpfDFtOZDUccX0RWoAJ3KgYwSzayKrNgIhpZmkyYISiInzmDG/mVPbESy1bOIdNhGHTwxJ9rqEHRvlzSHOfRhM5b0Ut2BcTYd9K/p/GZF9q6DzzApkpQpmN6t6E4v5iStVzqK2uWcPEizztKMcQj609Qdv/IQBih7G1q23CAiHg+BvBi2sa5Lnq1kh/7t3Pw81rNTlIQ2OEg2gcf8LWU0v0TpiPhraZbHmOQJDrZeAwRQPnwcuy5yc8nSk62YBud2cBajDnwtW5MUQF5FBQQRUQQ5ebyfQzQSb/upBs2ggNFej0VZBZIJeupmurKA1KmOH+eaPx40r/1tmSgEfbQSlWniJj6Hd/H2lrq5jgG/cKoumOlALZdyZWvv+b7fJSxDF6v00ulvA4Fy/r352TC12sl9qHs80JkdAQPNyaXCzILmOkOLiW2W5ptCkNQPxQDpPfLZY9mFDbmYwptOJn2og/lPzqF5arAlWFh7WYTAXTFvbF1aZwKyOKOCw6qwX8pODhlyrfkEhfZCpQdDAK42Q+MM7ASQU88scb2MbVrc4BGxpgiOTmbvLxakTWHYgskJHC2pmVLembaWhKMuZ2l3J+IiKgtu7/Rrl0mmnsBrmFQmmL5cqI+fejH5z4jYZjw7dK/eJI4ciQREbVv/xxxCWtDlxk0mGL69PUkXJNTdu7jz12rFkVExEnXtF2pyK8S/Por99GxoxR8NAuKnj9vpMQTaxQ+9NBKAgIM11lb/fWMH8/MrQ8+lMplbTJX9XrW/8k1TkSbNJlsSEB0U6xzeMejoICofn0igFaMmEdabYgUGGzXbrZLnIJvO06c4PupShWKD70kZc+t6kctWcLtfXyYWVMKNy/ckNz/IlQET09+uV9ioZR2nDODkE/45htpU/hENkjKhY+6CWMFKvBfxFNPETVqRKemrZAYuzZLZXU6DkgYdLxDhzJ712n31dIQOlPduxP16EHUoQPpM7PozIYj5hpuZYDrx65JOof75xg07fR6fgdkZ9N5b57z7H/xpzK9jtuF0C4vE0FGE0+vZ8YeQHTFyOq+fuyacuapDE6sipACWnYZVMIc4iFLt9XohX8Tgcv+rJYLZ2ZKTLDQbnOlBb9DSSRR2vv669KmpIMJksmAbInjfn636WvXMQZX7nlXfd9WICQ8DtQa67Jz/mcgglC7d9O16KuSo3D441zOqtfppe83XRNk05FYKcLGfcZzLM/m1pOPr79O9OSTEvmjpLCEWcsASzqowUFm+Opr1TYagpQufS+NFfxuoEeMJouHF++U5lkOBbcNJlA0bx4d+zhUCtLJOpwHs8OwKXMxvCUnhjNQic79eNzyGFvQ64natCE9QKGVH5AqW0z/JKI2HVn4J1FsLMWsjpDmwkeW7FL/Wf/jqAgO3iUQZZd2jSYqcPtgwuC5//7lJDTbrAZaMjO5va8vl0KaoLCwhGrUuI8E08mq660pCgqkrInuh00UHDyEAFClSn0tWWCC8ZObS/7+Pak8jCcaN55EACjQrzfpAKL69enbbw9JAbpFKjTG1CAzs4Dc3OoTAOrVcob0G/Xo8RoBoGBXL5AuXeI+PD3p5x8OS59vg5iAGyaa1LAhERHdc8+7UsAqIKA3nXBED+m11/ics2bRpElfk9AnVVoyu2HDEek6v/76oPr+72R8+600eUhb+xNNmvT1v+szZmQYJ0hZWZKmTljbWfLtxQL+XcvFTUZ8Bh0NGkgEdkJVKpYtcKg6l9xE2npPicSEQf+sOL+Y4t0b8oRXjRRDBSpQAYkRE6rCcV2U14kFtMuQkMDJztxyYj/Nns2Opdu3ExFRaN+3iABK1takDJOqkLQzqcZ3QHkZ4JU1dDouo/vmG6KiIhb0NwTZEsIvG9uJeSZg9rsITcgTAb3U9ZuaShQRQfrYS3TJs7my++jpp7n/Ulp7WUlZlOhWj99XNjSpiYioI5vJZH2+XmJJhlqrjLGFUaxNZ+rcHdbheSKwBIUsrl7lY9zcaN/MDRLzyRmGu0DMmgPS76PWHKICRPTYY/z9vfUWERHPIQAqgjuF9pwnaWqWQKtKx9gWspKypOCU1cBT69ZS0JKIaO8Unofe0lQ2G5sU4do1PpdWS5HT1iq7/4SBxlNPSZuELnOYo5VSn7BeonCA3ttsqsTgsyjRfv117tugubh30tfS+GQm/aAGyclE999PtG4dZSVlUdi4z+h4pT50sMZ9dA0h0vkjG0ykG5oqnOBuZOkMXgH7qAgO3iXo3fsNAkBtlQi+V+D24PRpiRGWfC2LNJrqBIDGWxNtPXWK2wcFWewaNmwxCebfGjXiy/Pn8zm7dqXwsEskykTbWgkUcHAOBHhSTMx15f04gIMHEwjwJgD0JrpSbqfu5O3dlpx2KJZDQgKXjyzmyaMoywc86Eu0ps2dxhPgRQDoFVdrvOh0RAGGrFZMDDVoMJEAkL9/Tw7SiiBy1660bl00CY2/ESOWOO4S/SUzr2jkSMrPL5Zcs5WYbeh0egoKGvDvTT4UFxN16EDk58faR/9GVK4s3W9HPtwjlZ7ITkIHcvCvtFvwtahEiV2TBX/Wo1KCnTuZEfLhh1yuY5igWRWZDuFJHB07RkTEzqFg/ZmKkqoKVEAd9r/4ExFAqZpqijS0RBCpCO50U0nS8U7GHC4lFg70+en5dNmDmUT76j4ssXoinuIF9QWvNrfzal0LnY4TywBXI5DRXCS0q4mp3cWL3MbPT9oU/d52iVUjW4ZsCyK5tHChJD9xwauNbfmJvmziUJqpHt6Cg4YJ7g3sM0t/+onNrFJT2e3a8I5TzYASyam/OUBhqld5ePFO+WNKSqSS+aLzlyXduIin1qrr+/nniZ57TpIPurj1NCW61SeCQkOYClhCzH2DgogefZSKM3Mpsu4jZoyyfHjR3snf2D+XPZSUEF2/TpSXx4YkAB0MuV++rTA+PHGC8tPzJUf10Hs/VN+vTiexf4tOnZd09Gx+pldf5f5fZP3m02ujiMAsc4fceol4rgewUzqxjuN1Lc/nQnu9bvWw02ujqACeyhiPDiJ39CMUjj5mv/tp3853/zvuNqEiOHiXoG1bdiLt08fS5aoCdwjy841mF6mpNG7cZySYf8nJ2Zbt/+ZyCmrb1mwzO1OzO/FktS+0lBTWEQOIDhwwCYqBevV63cLgomHDxwgANXJAc0YVcnKIcnIktp4WNaiaZ28SJihnXJ3Nj47m76B6dSLiAFhIyGgSrrVacOC2WrURZVNa2ru3NBmOjLxCQCUCQF27zuWg8OuvU/6HH0vB0bp1H3bOiGXXLu6vSRMiInrxxZ8Mn9Wb9uyJtWw/YQKbkty8Sa+99pvUdr+rxOLvNGRn86Tu34rOndl0IDLS4LrIWeuwMR9btn3nHXaSO2IsJTu/+aQ04UzW1qRzm44p71to2wwYQEQkmYIcqPmAZVudTjILoqtXSa/T0xkfZoSEDnxH3WeuQAUqQMX5xdLCc++Uby0bxMYSjRvHruZEFDqIxeSjqg4v5ystAyQmEnl48Hiyj1lXJ7/cT4XgbaEtZ5D+0Yl0xqs9/3/I+7f3el2N9u35s//xBxEZ3d7TNUHGUt9SlQrXoq9Kxk/hLZ9R36dgJE2aRBlX0iUGlc0go9ABM3nnCGMEAujosj2qLkGv00tup4rMGUxRqRL3e4blK0J7vS4FEmzq09arx6XN0dFSWf5Fr1bq2PX+XPJKFy7Qld0XKV3DWqBxHk1cq/35X8KVK8ayeXBFgr51Gwr3Gkz7q4+msDYzXSdVYmCv0rZtLNtiYCReKT3HNp3nJCVR6CjWvr7qVledCYopmjTh84WFSU7zF71aWb9nRfm8gVG5twkH9SMbTHSsfyIjg1arJZo7l6iwkLU/DckmuVLh/PR8ivNoIgVSXeJUL4eTJ5l9iza0138YhbWbXZFsdgIVwcG7BIJ9pMoBtwLlD+EKuH8/ZWcXSvpvXbq8bNl2zRqJ7SVw5EgSubuz23H16qMcCxgZ9OfES2HMmI+lAGGHDs+TLiyc6JFHKPz5ZQR4EABaty7a0U9sH48+ytfz9dcUH59Bnm5NpOsBPGiuM/by1pCdbZwsGGjtKSk5VKXKUKlvN7e6rnMoLo0ZhvLlV14hIqKXX94s9TtqFDvVidJzjaYKnTuX5lx/N24YX9oZGaTT6aly5UEkyqbN7qOCAum7KbyeRp6eLaXgcQXuUujMJ1xCwy/evaFd98pjK8IoA7xgivVsad9tuDRiYvh+8vcnKimhi1tPS6yUM6XdrvV6nsxHRREVF3NJDli3qiLDW4EKKER8PFG3blJiUSwWz3u3tVwshoebsT2EkLxsIPFuxJQp/PmeMQa6wid8Ib3jwsGstTx40w1n37N3GsaN48+5fDkRCV0zNksIHbqI22wxBOG6daPi/GI6Xom/j7M+HRwLVPz4I5+vF5cjh/ZgSZNTfl3lAxUFBawzW7++JJ9z/dg1qewvVG5urABR77DJSS58bOttmsJUgiMnh1JPpVA2/Dhw8dpvto+9fp2oiOV50i/fkgJ7kTMsdXtlUVJiZLJdSJBK+2P8ulW8+5xFfLzRZG3hQiIvdtJ2eaXIWDYEoY94HR5VlQ0Xo6qNNL/3xXwcoIwLKXRLU9n5MXfkSKLGjYl27KCM+AwpKB/1zjb59pMm8TUsWUK3Ym9KeqyK3MWtQa/n9w4MTORt3Lcw8znt25mK84v5Ob90iSgri+UuwCYsqsup1UIwlNu3L9t+/gOoCA7eJahe/V5yiElWgfLF4ME8OH3LL4EFC/4i4Vj7c2kh3LffNpvURkdflQxI3N0bO17mKzTWuhudrcePXyUFp2pVGkpL0JG8teyMGxjY37F+lGI2O0bRXC51SX5yNrVHPwry6k7rSwcPXIl6rGVDkZHSpuzsQpo//096551tlGhPRNsZ/PADs7O+/17aNHDgO9JvwHqQXNZs17RGKfbtY5MRA3bvvkiijPuZZ4zXQcnJ/L1oNDT72f8ZApRBrnXursBtRW5aLqVoa/DiyxCMlsORpbulkqpjgf0o3RFDopISIyPiJLuRRjR8zDBptm2gdTiYx0uHNXAqUIH/Im7dMgY58vIo/fItygGXmFpoYP3xB7fr2pUubj0tlZY59KzfiRCfr0EDyY1Xr9NLBh3ij10X9bsRb7zBn2+60TFUlNymaaoye/Crr7jNqFGStl4mAmybRtnCUZaOoGrViIgoNea6dO9FTl9v52B2po+uMlQKUKrS7TtyhKVioqJIr9NTjF93fsd1elHZ8UVFbO7wCyekQzu9aAhqdFHtah86mBmUV9wbU1FpTW85pKVJ96Jg76ZpqtK16Kuq+q2AFSxdagwMAWy4pnMxS+3dd/ncBqfrS3+dlcpl9z23ydjuLLMKKTCQQnvOc4xlagfi3j1S+R75BiKQuWoVhT2wQnre1N7nFigu5ufHxHE75USyFCwPHbBAkk662HiY9P2UixFURgaXU0dFlX1f/3JUBAfvEgQEcAlmmbCsKuA6/PILCx3HGmnmtWqNJTab6GVewioy3gsXUkREnGSaodXWpvBwJzJeiYlGFtlNo939U0+tJUBrwtoDabUhFBWV6HhfSvAZO3vR/ffz/x9+mP+/YkXZ9jucs3r0xRdl248KDB78ntlvEBJyf5k65grtSrPS7TNneIEYGCyxBu9xofNeBe4MCAHsTAQYFyC5uRxY0OspeuHfUjY5qtpIx8tdiIw6hms40H1lT6zk/nji80jZQ85sOEIEdjdOjIhzvO8KVOC/Br2emRvgEkUikjSwLEwV/vc/bjdoEIX2n08EsHHQvwXZ2cbS4gvGgJdep6fQyg/QUXSg/cEj6VpZz3NuB9at4899jzFAUJxfLJXxHag1lvQLOYgV0WyKFJw64Mw6ohT7jsjofn1dG2LXuVgEKvLgzcFqNXjqKe73WdZeP7xoh3Su68euqTqVaUDdEYOE7ORsStVwubQiY5/PP2fWYIMWUuIuYto61f1WwAoSEriEfskSvkd69nR9H0Iv3EQKSoypmQjgUmMiSeYnuX43Kfl6cN4Wl15KYuQVaY51eq1MMOyvv5jhePw4nfTvwUnYh1a69BpMETH1O2Pwu82zlIFKdEbbWnrfOB2UrEC5oiI4eJfAy6s1AaBlKrU5KnD7ERWVSMIYZNKkr407JkwgcnOjY++slsqPPTyaUoQrFsrPPcdBylLPxoYNR6imd39yRz2q4tePNqnRFnMUQsS2RQv+/5QpnHXetMn2cc5COPg+/TT/Pz6er2HcOIlhcDuwvsFwaoTeNHPke87pDCpAbm6RpGsYHDyY8vOLmUkJ0GT/ERWswX8LDh8m6tOH2aoG6Ip1dMqvq1S6lJ+ez4xWgE62fFjK6B4MGe286+I8zo7TVCM7J7zFNEOwYoBxYhgdzaX2P/xA++qy/IFTGjgVqMB/FS24fJT28Jzw6v54SWvvxKoIY7svuMRWf/8YivVsyUEJUyb5vwEiOfHZZ+bbO3Xi7duslN7d7ThgcLqtXdtsc8zXB6XxPbzOI3So83SjIYACkzK7EExxgxFKQWaBFJC0VSZ84dcYygeXfIZZM+qzBcESrV2bSKcjvU5PJwJ6O8Q+FzpwF7zaKAtc7NvHEjkGuR4iotD7lxMBlORWx3ZyTaczMli7vWQos6ytjHFYAXUQet+GUnuXIiGBz+3uzhrzRFSUW0THAvsRgbUjk48kSUH7vb7MkD0R0KtMgmMRjZ7gYL+cvrMBSQf5mnXQqA6gK4IJg1Dod5r+uakJLpt+K1CmqAgO3iXQamsTgLItw6xAmWH06I8MbLEA2rbtnLQ9PzufKlXqQ1xK3IiOHEkq+4vpygED+u23su+LiINyAGf3i4vLp08iozZO1678/x2cZaaWLcvvGhIS+PObQriYGdxaXYb0dKIXXmB9H5Pg5+bNJwnwI2E8k77xV4pHAGkRQqYaiBW4i3HsmFmpl8CVPbGS3k1UtZGU8+YiikVDSkVVKTBoT5NQEYSuVRujG+jV/fHSgvTI0t280cCeiO89gUqgJQJkRawrUIEK2IGQMFm7VtokG5A3MGnOD+B9BfAse+2n8sY337B8yaFD5tubNuXvKCJC/ri7HZmZRhO8FHP95L2Tv5G0XyXGYM0xrjEEaN6cz/nPP9KmqAV/EYGNCcwMINasIQoJIf2zs+l4pT7OMYny842BScNvfWTpbmbkwct+ie4ffxCtWEEl0Ucpwb0BB3CUyrr89pv5fJLYbEEYedmS76DdfI3pHtWMrrUjlijrtwLKIdYaGg2bZ7gaej1RFdbKNDXXSY25LrlOx3k0ocOLdnB5reG5O75yr/N9nzrF917v3tKm2D/OSM/4xS2nZA8LG/MxX0Olvs5fgyni41kDMTCQpWWI2dphYz+hVDCjNl5T31LmogJ3BSqCg3cJxOJe1nm0AncO9HrO5n79NZfwGZCfX0yBgf0JAHl6tpBcYfv3ny8FDXfvvuj66yks5MXDjz+KCzGWIxn0wcocOh3rfwBEF8vgM1rDhQvcZ0AAv7w+/ZT/P2ZM+fT/5ptmJTBExL+HmKynuVgcvbDQKMRsyOgLzJ37CwEaAkBu2nqkRQ1DQLoBZTrLGqvA7YfpIrGUCPfRZXuk8uFUVJP+fdanA+Wk5Lim/+RkDv53726WAAhr/xwzFf178GJwAU+Y91YayeVcVYa5pv8KVOC/hqef5uf9zTelTYmRVyRmlmSwYNClC605wZAQuP+2XO5tQUhI2STi7iSsWUO0dy+//0vh8KIdFOfRhFK0NSiy/gTKSsqSOYED+PprolWrOPlpgkPVRxmYUr2N+moGd+N9LacSgc2nnCrxFrI0BrM3vU4vMbfC2s5SdOy+PnMlVpNiR9PDh7nfkBCzzXsnf0MEUAYCKU1It5TGxo2kr1mLDgQOIwLrFGYnZyvrtwLK8dZb/Bt5eZVdH4MGcR/fmOv/J0bESQFC0z+SMZCzuHSJz+ntbZb8F2YgB2qNNW8fEUF04ACd8O/Jz8aDn7rmOgSKi42B+hPmevr5j0+jRNQi/YJ3XNtnBcoNFcHBuwC5uUUkNMouVLha3fkQzLDD5izPmJjrpNXWIi7lrEy1az8o/a4zlDqeqUFxMVPrxYsqLIzLawCiWrXKt7S2XTvud+vW8utTp+MyRgP9n2bN4mt49dXy6f/nn7m/du2M2+LijJOXsvj++/SRnbgQEb333nbSaIKle85dU5++/faQzEkqcFfinnv4t19kORk9uXofpWqqS2NBtF8/5Q6PSlFgGWROOZEsae5EPLWWaNYsuoDGEmsw5uuDrr2GClTgv4IVK2STXaG93zAEIBpxAGL2bCqCG13VMMMpcub/btMFlxNCQ1lWJT2dHXIBMw3o/xwuX2b3VFebM8ggMSKOssABg9Bhi3njnDmUAx+6pqnF2wctdK6T77/n39TglkxEdOzjUCKw0Y4Za7E0uncnHUAX3Lm8PnSgiuBFSoqRlWYSiC0pLKEzPh056dV0ivkxej3R5MlEL79Mod3mSszK0+uilfdbAeX4809ef/2tXkNSMdas4TXEYcsqvrQzqRTeajplIoAuezSj0BFLXFdOXFhI5MYag5RoDK5f3Hpamk+ZaQ9Wq0bxqEMEUAm0XO7sagwZwtdTWs7hgQd4+yoHpAMqcEegIjh4F+DcuTRpQZ+fX45lmRVwDAMG8MD4vaWuT3j4ZfLz6yr9ngCoX7+3y+Y68vJY11AEB197jZ3r/P0lh+Ryw4IFLCb9559ErVpxSVR5Bidv3TKWGMkEzsoE168bJ5O3DM6QERG8rXHjsunzdYPmx6RJsruvXEmnBfP/pNnPrKO0ixUuef8qfP21RWmvKfJu5tGJmkPpONqSflsZTp5LQTgz5sGbDrZ4gmLAItX7az9YbtdQgQr867B7N1G9ekZNXQOyk7MpyY0XhRGNniDS6WjfDA6opGqqOWc8dDfgkUd4HHzrLQ6InTwpm7j4z6BmTf4+jh4tl+4Ek64YblxqPHkyhaI/EUAJ7g0o72aecx0cOsSfp5TOomAtHgvsbz0gU7Mm7UcPA9OvEmVcSVfer15vrMwoVQFzfOVeqbzTzLE5PZ23oac0D99rqjtegX8nxo/n9c41F2vtCZ3ZnTvNNkc0nkQE0Cm/rkYdS29v6bk7HDzEtdchINybH3nEfHsPfsakirUK3HWoCA7eBdizJ9YQSPK/3ZdSASWYOZMHxpdekt2dnV1ILz6whJqhD80Mvk+2jUshMq1CK6WgwPUlrUrx9998LfXrl1+f0dFGNmeNGhbaPGWKZs2MwbqYGKKNG//f3p2HV1GleRz/3awkmMUAIURAoUXZBcPSskbBtCJuKK6AjvY42gFB3BB3HMF9ehRFUVvtQcS2lREfxwVZgogIRlkEBBc2gbAIWYAQSG7NH6crNyE3LHqrClLfz/PkqUpVyTnxuffcum+d877m9z59nGnP/v/bsqUz/z6OXTt3WlZcXO0pA4JBy0o01RmrVvWMuIPyipaXlVuLGg2ottSmUCnW2k8d7APgY0uezaucTTKn3yPWisQuZt+pB5HHklGjzDiTleV1T9yxb59lTZliWXfcUfOBa0WFKZ4gRTYH265dZilzmFyOwYqgNe/U6y1LsvYowfoyvm9loZzfVSXZZs/gi4mpNoNv4+drK2epz730rzX/u337rEIlW1tkKgXP6X1/zWsOxy5w889/1jhlV63dowRr6QvzzcHvv7cK1MjapRTTZq/7avx3qGP27QuleNlWyzLz32rQIPPv/rX663vz4l+sXYHU0Ov6wAErKFk/y+TVdKwq9uzZoUB91bHnpZdM4Uc300ghoo4mvhYleGLz5kJJUnR0qqf9wBHq1cts/+//wp4+4YQ4PXNRulZrvp7vUuZ8f/r1M9uvv5Z27ZLi46WGDZ1vNxz7/8mf/uRem8GgtG2b+Zs/+0xKT3ev7T//2WzfeEPq0EG65hrze9OmzrTXo4cUFSX9/LP0yy/OtIFj04knSn37mv2vvqp5futWae9e8/o4+eTIt//zz1JWlnTqqSYE+C/RcdE6/Zu3NK/1TSpTnArUWFsfmKhTzm0V+T4A0Bkj+ujzAY9JkrJn3a+2e7/WPsWr7XO3eNwzF4wZY7b5+VJBgbd9cUMgIN14o/TUU9KPP1Y/V1golZeb/UaNItfmnDlSnz7SHXfU7E5UQN2/fUmLGw1Qokr1x7I8xemAFjS8SN0fu/T3t92okfTTT+azLC6u8nDTXqdo8WWPS5J6TL9DS5+bV+0/K/9xnVaqrTK0VWtjW6n7/95z9G137my2335b41TvT+/XovQLlKhSNc8dqKXPzdO2BT9quxopVUVamZilXjMfPPo2cWwJBqUNG6SFC8Of37DB3P8kJkb+e1abNma7cmW1w026nKSVuS9IkrI/f0TzOvxFeeqjFlqnPUrUGQ9F4H0XTvfu5n5y0yZpy5bQ8Ztukv7xD3MviDqP4KBHtmwplCTFxKR42xEcmQEDpNhYadUqafXq8Nds3Wq2GRnO9yczU2rQwHxgzZ7tfHu12b9feu45sz9ggHvttmkjzZtnbijbt3evXcncPH/2mTRwoPkQzcmR7rpLuvhiZ9pLTpY6dTL7c+eGv+bGG6W//MUEc1C39O8vXX55+OCzZUnDh0tDhlT7UhUxGRnS0qXS+vXmZrGK5KbJ6rPqJe07MVNJKtZpl58R+fYBv7IDQFVkf3in5p79sCRpXVQLrbjtFaV3dOF+w2uNG4eCOE2amAeDdVlcnNSli9mfVz0gVvm3p6ZGdsy3P18OGucru3RCnLI2f6D88Z9obr3zlK8zdda0kQpEBX5/24GA1LKlucc+SJ9/DNeC5lcpVuU65daLtOrNbyRJpTtLld97pM7SQpUrWiV//ZsS0hKOvu3OnaXoaGnnzhqnouOi1X7FP7QsqYdSrUJ1uDVbaTdcrPZaqUKlKm7qG4qpF3P0beLYUlxsHq6edZZUWlrz/Lp1ZnvKKea1Gklt25rtqlU1TvV47urK8b7P9y8rW2YsyL/maSVlJkW2H7bEROm008z+8uXOtIFjHsFBj2zbVihJiotL9bQfOEIpKdI555j96dPDX2M/0W7c2J0+XX212b7+ujvthVN1tpI9m9ENSUlS794mcOa2QMD8rR98IJWUSJ98Ij3+uHTFFc61ed555ul6YmLNc/v3S2++KU2aJFVUONcHeOOuu6R33jGvgYM1aWKC82+84UzbiYmh4PvixWEvSVmSp/qL50mtmDUI/G7PPmvuIe69N+zp7NkPaHOzbjopuEFZlzR3uXMesmfYSOZ+rK6z76c+/bT68bVrzTYzM7LtnXSS2W7ZUut9RFRMlLLuyVH2efWU1a5MgQzn73UDUQF1yn9VS5N7KUVFOmlItuYOfEprWuSo+65PVKp6ym9xuTr+pddva+D666Xdu6UXXgh7OrFholqu+UTz/3CdomQpRhVardNU2PMCnXpxu9/+h+HYkZIi1a9v9sMFx6sGByOtXTvz7zYPP5Znz35Aix/+P+WnnKMSnaC5Mf3U582bI9+PqgYPNjMF7RVZH39sJsVUWT2Cuo3goEe2by+UJCUkpHraDxyFS/81jXvWrPDn7ZmDbgUH773XBA6efdad9sKpesN+wgne9cMr4YJ1TrjrLumHH6RBg2qeW7FCKiszNzhM+Uek2TNYvv46/Pnmzc019eq51yegroqNNbPDVqyo9ZLMAxsUqwp/BMlsY8eaMWbYMJNGpa7LyTHbWbPMskdbfr7Z2jMpI6VxYzODrqIidC9bm+nTpe++M4GNSPngA2noUOnVV2ucSmyYqBYrPtSSlD5KVomyP7xTZxTPV5GStWb0S+r+j5pLoY9Y/fqH/ew6IeME9frxdW2Y85O2/Pk+naY1OqWDQzO34L5AIDRzNlzqnh9+MNsWLSLf9hlnmID/lCm1XtL1gfOV9dnjStJuZTdZE/k+HGzcOOmll8wYU14uXXml1Lq1tGSJ823jmEBw0CO//looSUpMTPW0HzgKl10mffhhrXkHXQ8OZmSYGWtOfGAdqZdfNjOaFizwrg9+kJJS+xdBe0ZXly6RX/KAY0MwGP4L2/r1Jueok7p2NdtaZg4CiCB7pu5339V+TXGx2Xoxc94r7dqZMTBM8KhO6tbNrJD49dfq+fC+MctqdeaZkW0vOjqUEqeWpcWOWrnSBEhqSZ2S3DRZ7QtmaW7OeH2bmq3PT7tR2/93gc54eljoAZbDmme3VJOYHQpI7t3nwx2HCg7aD0YjHZA/GpmZ0pNPSnfe6W67b7xhPm8aNZI6dnS3bXiG4KBHCgsLJUlJSame9gNHoWHDUO7BcCxLionx103DH/4gffSRydUB5+3ZYxKH794dOmYHbewgDuqWHTukhARzc7h/f/VzQ4ZIaWlm2bFTqs4cPHhZyapVZlarl6kNgLrEno21fr1JW3Gw8nJTuEHyV3BQMn9vjE9yvMXGSmefbfarLi2+8krpP/4jVKgqkuwAyfffR/7fPhx7yeb69bVeElMvRtmf3KPOu+ao9+pXIres929/M8HYB4+guMh//7cJIA0fHpm2cWywX/sbN1Y/blmhB7DdujnXvmWFH+9tmZkm3/mIEc71oarSUjPp4/77ze9jxpgHCPAFgoMeKSoqlCQlJ6d62g/8RsFgzS/Ks2eb5Z12bkIg0rKyzOtr/vzQMfuppktPz+GyBg1M4ZtgsOZTbbsAjRO5cGwdOpjE97t21Sx4s3y5eZr92mvOtQ/4SVqaySUq1ahgKan6F8gkljbWaXZwsGqw7sorpRdfNPcCkWYvZZ48ufZrli0zr8/s7Mi2bX+G2fndjsSjj5pg3a+//r62U1PNQ9bJk6UDBw59bVycyc8Y6aq18JYdHBw71txj26/DQMDM3N2+PVQ8JNLeecfk97vxRmf+/aNlWeazpWdPk4O0aVNT8BC+QXDQI3v2FEmSUlNTve0Ijt7DD5vKauFyAkVF8XQFzrGfXNrLuAsLQxXFmDlYNwUCocI/Vb84lZZKmzeb/ZYtnWs/Lk666CLzpfTgCqp25Uw7cTWA3+9QS4vtJcX16jlToRzHjmHDTKE7u+BURUXN2eORNGqU9MAD0vvv137Njh2mT9u3R7ZtOzi4adOR/Y3BoMmNNmrUoWdcHYmBA81nWEFB7WmDULfZwUHJrM455xxzf21r2NC573bp6eZ99cUXtRf92LxZWrRI2rDBmT5UFQhI3buHfn/lFXJK+wzBQY/s2VMoSUpL81FC6bpiwQKz9GH2bK97Ar/p2dNsv/jCbNetMzkn27attdoZ6oBwsyrs3FNpaebHSe+8I02bJp1+evXjdnCwUSNn2wf8xF5afKjgoN+WFPtRWlooTc3IkWb/iy+kffuca+/hhw/9ebJzZ+jaSEpPN3mVg8HDL2vevVu69VYTRIyKClVa/q3i4kzVYunwKTL+/GezvLNq4AjHv+7dpbvvDs2eXbtWuu66Wit3R1TXribwuHlzzWXNtmnTTB/vucf5/kjSI49I//Zv0po10p/+5E6bOGYQHPRIaWmhJKlhw1RP+4HfwM71kpcXOrZqldS7tyn/DjjFDg5+9ZW5Me7UyXx4V30tou4Jl4/p3XfNdsAA7wrR2LNHmDkIRM4f/2hmrpx2Ws1z7dqZwETVIhWo2woKpIkTzfLZAQOkTz5xp91wQUg7ONigQWTbCgRM5Vbp8K/tV1+Vnn/e7A8eXHse8KMxaJDZLlhQ++ytvXtN208//fvbw7Glc2fpscfMe+ubb0zAeMYMk++5f/9DVo//3RITQ8VOvvwy/DV23kO3KtSfc47JxdmqlTvt4ZhCcNAj+/cXSpLS01M97Qd+Azs4OG9e6CZi/XqTB+6rr7zrF+q+tm1NRcE9e6R//3cTIAwEyH9T19nBwcmTzcwhywoFBy+7zJ0+BIM1k8UzcxCIvCuvlGbNkm65pea5qCjzBTEz0/1+wX3vvmty/AWDJmhcUiJdfLGzbX79tdSnjzR0aM1zdn6/E0+MfLudO5uCM1u2HPo6O/ftLbdIb70VmbY7djTvrW3bam/fDhA1bOhekAbuswOFkslBuW+fKb7opB49zNZeFXQw+zXJuA8XEBz0yIEDhZKkxo35gDnudO1qnibt2BFKGL51q9n6qVIx3BcVZZKRS9Lf/87Sdr+49FKTE6egwAQNvv7a5J6pX9+dJR9795qk7aecEnqCLYVmDhIcBIDIq1qE6vrr3anWHB8vff65NH169fFeklavNlsnimA9+KBZMjxmzKGv27TJbNu2jdys+YQEqXVrs1/bzEW7+FtWlnez9eGOkSNNsZvXXzcrc5zOuWfn+LPTxRzMfs3/3iX0wBEgOOiRigqTNyYjg+DgcScuLvSUZ84cs5TYzldCcBBOu/jiUN6Rw+XmQd1w+ulm+fjEiebLYevW0pQpJj9UQoLz7ScmhnJM2QVwJAqSAE7aubPmLKaZM82s8cPlRkPd0KlTaP+KK9xps0MHE3irqKi5hHnpUrO1lwBH0oknmsDk4dgB00gHSi67zORZq+1hV36+2XbpEtl2ceyJijJ5La+7zp0ik/b7adkyM0v4YHbxOWYOwgURDw5OmDBBXbt2VVJSktLT03XJJZdotf2kCZKkYNCSZKprNWlCUunj0nnnme2IEdLLL4eOExyEG8aPl8rKTKU++ENCgpSbK114oZSUJF17rXT77e6137Gj2S5bFjr22WdmNkVWlnv9APxg3DiT1+2JJ6of//JLUz3SrliPuq1PH+n++6U333RmKW9tLrzQbD/4IHTMssyDqZYtnQkOHqn//E/phRciH6QbN87kWevWLfx5e+YgwUFE2mmnmVUgN90UPtcnwUG4KOLBwby8POXm5mrhwoWaOXOmysvLlZOToz179kS6qePWjh17JZknAxkZSd52Br/NDTeYZX5jxkhTp5pjKSlUdYJ74uK87gH8JFxwsGlTExhM4nMMiCi7GMnBxaYKCsw2I8Pd/sAbgYAJWl1zjbvt2sHBjz6SystDfXnrLemnn6QWLZxpd/x4k7qnalDyYP37m3yDzZo504dwSktDOQd5GIZIi42VPv5Yeuops1KjqrIyk8ZKIjgIV0Q8ecXHH39c7ffXXntN6enpys/PV58+fSLd3HFp8+bif+0FlJ5e39O+4DdKS5PWrQtNN7/6avNUlTwkAOoiOzhYdVkxAGfY98tLlkhFRaECCAQH4YY//tHMXP31V5N/8Oyz3Wl37VozQ2/BglCA0k3l5eYB2Omnm5y+tnXrzOz9hATzUAxwSzAoPfusSTFhp3cBHOR4zsGioiJJUhov6EpbttjBwWRFRRFMOm4dnIeCwCCAuqpDB7NdvtzcrG7YIN11V6hADoDIycyUTj3VPHScPz90nOAg3BAdHaqK/PbbZltSYl6PTrKX9C5eHP78li1m9uKiRc6037mzmRlY9T0nSW3aSIWFpmAE9/pwyq5doUKXtoQEk8Jq/Hhee3CFo8FBy7I0evRo9erVS+3btw97TVlZmYqLi6v91HXbt5t8g9HR5BsEABwHWrUyyeL37DGzO9askZ580hRJARB59mytmTNDx+zgYJMm7vcH/jJkiDRggJSTY36//HIzm/D9951rs2tXs128OHxhhoULzRLrW291pn07l+KXX9Y8FxVFtVg4Z948MzPQDsoDHnE0ODh8+HAtW7ZMb731Vq3XTJgwQSkpKZU/zdzMIeGR7dtNADQmhjxNAIDjQEyMdPPN0tixJkhIpWLAWXbhMztdj2WFqhczcxBOO/ts6cMPpUGDTN6zBQvMzCYnv6e1a2dmShUXSz/8UPP8pk1m69TS3rPOMttwwUHASW3bmu2PP5r3me3HH83rcetWb/oF33EsODhixAjNmDFDc+bMUdNDDOL33HOPioqKKn82btzoVJeOGTt2mOBgbCwzBwEAx4m//lV69FHzxeyf/zTHfPBAD/BEv35meefq1Wa2bnFxqJJl48be9g3+MneutHu3mbHaqZNz7cTGSmeeafbDLR3+5RezdWoGnx0c/Oqr6jMXBw82MyfXrHGmXaBhw1Ahqi++CB1/5RWpRw+zrBhwQcSDg5Zlafjw4Xrvvfc0e/ZstThMRav4+HglJydX+6nrfv3VBAfj4+v+3woAqGPefluaPt3MJrz9dq97A9RNKSnSffdJr79ulpulpJgAzU8/1axoCThl69bQLNaBA83yWifZS4vDBQftmYNOBQc7djTvraIi6fHHTZ7BYNDMoHz33Zq5xoFI6t3bbD//PHRs82azpVIxXBLxET43N1dTpkzR1KlTlZSUpIKCAhUUFKi0tDTSTR23CgtNzsF69VhWDAA4TliWNG2adNVV5ve77gp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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_int(500,800)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "TBayRudFcZWP" - }, - "source": [ - "Next step: two features - drying and wetting equilibria" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": { - "id": "SGbgxOm_kEc4" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(9218,) (9218,) (9218,)\n", - "854\n", - "(854,)\n" - ] - } - ], - "source": [ - "print(Ed.shape,Ew.shape,rain.shape)\n", - "first_rain=np.nonzero(rain>0)[0][0]\n", - "print(first_rain)\n", - "hours=first_rain\n", - "Ed=Ed[:hours]\n", - "Ew=Ew[:hours]\n", - "h2 = 300\n", - "# print(Ed.shape,Ew.shape)\n", - "# (timesteps, features)\n", - "Et = np.vstack((Ed, Ew)).T\n", - "print(E.shape)\n", - "data=obs_data[:hours]\n", - "\n", - "scale=False\n", - "\n", - "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n", - "datat = np.reshape(data,[data.shape[0],1])\n", - "if scale:\n", - " scalerx = MinMaxScaler()\n", - " scalerx.fit(Et)\n", - " Et = scalerx.transform(Et)\n", - " scalery = MinMaxScaler()\n", - " scalery.fit(datat)\n", - " datat = scalery.transform(datat)" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": { - "id": "b6aJAvBEkEBl" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "shape x = (854, 2)\n", - "shape y = (854, 1)\n", - "timesteps= 5\n", - "trainsteps= 300\n", - "staircase: samples= 296 timesteps= 5 features= 2\n", - "return_sequences= False\n", - "returning only the last timestep in a sample\n", - "x_train shape= (296, 5, 2)\n", - "y_train shape= (296, 1)\n", - "model_fit input shape (296, 5, 2) output shape (296, 1)\n", - "You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) for plot_model to work.\n" - ] - } - ], - "source": [ - "# split data\n", - "return_sequences=False\n", - "x_train, y_train = staircase(Et,datat,timesteps=5,trainsteps=h2,\n", - " return_sequences=return_sequences)\n", - "print('x_train shape=',x_train.shape)\n", - "samples, timesteps, features = x_train.shape\n", - "print('y_train shape=',y_train.shape)\n", - "# the simplest model possible\n", - "activation=['linear','linear']\n", - "hidden_units=6\n", - "dense_units=1\n", - "dense_layers=1\n", - "features=Et.shape[1]\n", - "hours=Et.shape[0]\n", - "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n", - "# print('initial state=',h0)\n", - "# statefull model version for traning\n", - "model_fit=create_RNN_2(hidden_units=hidden_units, \n", - " dense_units=dense_units, \n", - " batch_shape=(samples,timesteps,features),\n", - " stateful=True,\n", - " return_sequences=return_sequences,\n", - " # initial_state=h0,\n", - " activation=activation,\n", - " dense_layers=dense_layers)\n", - "# same model stateless for prediction on the entire dataset - to start onlg\n", - "# the real application will switch to prediction after training data end\n", - "# and start from the state there\n", - "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n", - "from keras.utils.vis_utils import plot_model\n", - "plot_model(model_fit, to_file='model_plot.png', \n", - " show_shapes=True, show_layer_names=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": { - "id": "ClBMYe8Lqr7P" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"model_6\"\n", - "_________________________________________________________________\n", - " Layer (type) Output Shape Param # \n", - "=================================================================\n", - " input_7 (InputLayer) [(None, 854, 2)] 0 \n", - " \n", - " simple_rnn_6 (SimpleRNN) (None, 854, 6) 54 \n", - " \n", - " dense_6 (Dense) (None, 854, 1) 7 \n", - " \n", - "=================================================================\n", - "Total params: 61\n", - "Trainable params: 61\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n", - "None\n", - "You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) for plot_model to work.\n" - ] - } - ], - "source": [ - "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units, \n", - " input_shape=(hours,features),stateful = False,\n", - " return_sequences=True,\n", - " activation=activation,dense_layers=dense_layers)\n", - "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n", - "# activation=['linear', 'linear'])\n", - "# print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n", - "print(model_predict.summary())\n", - "from keras.utils.vis_utils import plot_model\n", - "plot_model(model_predict, to_file='model_plot.png', \n", - " show_shapes=True, show_layer_names=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": { - "id": "4U0kTEiksNZs" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "weight 0 shape (2, 6) ndim 2 given (1, 1)\n", - "weight 1 shape (6, 6) ndim 2 given (1, 1)\n", - "weight 2 shape (6,) ndim 1 given (1,)\n", - "weight 3 shape (6, 1) ndim 2 given (1, 1)\n", - "weight 4 shape (1,) ndim 1 given (1,)\n", - "weight 0 exact: [[0.09516258]] : initial: [[0.09516258]] fitted: [[-0.01218816 0.10852608 0.21592176 0.08862967 0.35641068 0.28767836]\n", - " [-0.22305574 -0.07661597 0.05659056 -0.10101943 0.23351012 0.14668062]]\n", - "weight 1 exact: [[0.90483742]] : initial: [[0.90483742]] fitted: [[ 0.17676014 0.07723062 -0.0080083 0.09340198 -0.11259833 -0.06259169]\n", - " [ 0.17208153 0.1104327 0.05737813 0.12045497 -0.008754 0.02306022]\n", - " [ 0.16782284 0.13514735 0.10692277 0.14046222 0.0712579 0.08851143]\n", - " [ 0.17286894 0.10535306 0.04728922 0.11632896 -0.02492075 0.00978525]\n", - " [ 0.16241848 0.15995602 0.15767214 0.16036339 0.15418415 0.15599154]\n", - " [ 0.16503064 0.14898612 0.1350429 0.15159847 0.11707278 0.12583798]]\n", - "weight 2 exact: [0.] : initial: [0.] fitted: [0.8750904 0.8434361 0.810397 0.84904313 0.7593394 0.7855371 ]\n", - "weight 3 exact: [[1.]] : initial: [[1.]] fitted: [[ 0.4707079 ]\n", - " [ 0.2675769 ]\n", - " [ 0.08009334]\n", - " [ 0.30170766]\n", - " [-0.16994664]\n", - " [-0.04724252]]\n", - "weight 4 exact: [-0.] : initial: [-1.] fitted: [0.11551704]\n" - ] - } - ], - "source": [ - "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.0])]\n", - "w=model_fit.get_weights()\n", - "for i in range(len(w)):\n", - " print('weight',i,'shape',w[i].shape,'ndim',w[i].ndim,'given',w_initial[i].shape)\n", - " for j in range(w[i].shape[0]):\n", - " if w[i].ndim==2:\n", - " for k in range(w[i].shape[1]):\n", - " w[i][j][k]=w_initial[i][0][0]/w[i].shape[0]\n", - " else:\n", - " w[i][j]=w_initial[i][0]\n", - "model_fit.set_weights(w)\n", - "model_fit.fit(x_train, y_train, epochs=5000, verbose=0,batch_size=samples)\n", - "w_fitted=model_fit.get_weights()\n", - "for i in range(len(w)):\n", - " print('weight',i,' exact:',w_exact[i],': initial:',w_initial[i],' fitted:',w_fitted[i])" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": { - "id": "o10lIOl4sndv" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1/1 [==============================] - 0s 244ms/step\n", - "x_input.shape= (1, 854, 2) y_output.shape= (1, 854, 1)\n", - "0.0\n", - "weights= [array([[0.04758129, 0.04758129, 0.04758129, 0.04758129, 0.04758129,\n", - " 0.04758129],\n", - " [0.04758129, 0.04758129, 0.04758129, 0.04758129, 0.04758129,\n", - " 0.04758129]], dtype=float32), array([[0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n", - " 0.15080623],\n", - " [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n", - " 0.15080623],\n", - " [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n", - " 0.15080623],\n", - " [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n", - " 0.15080623],\n", - " [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n", - " 0.15080623],\n", - " [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n", - " 0.15080623]], dtype=float32), array([0., 0., 0., 0., 0., 0.], dtype=float32), array([[0.16666667],\n", - " [0.16666667],\n", - " [0.16666667],\n", - " [0.16666667],\n", - " [0.16666667],\n", - " [0.16666667]], dtype=float32), array([-1.], dtype=float32)]\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# evaluate model\n", - "model_predict.set_weights(w_fitted)\n", - "x_input=np.reshape(Et,(1, hours, 2))\n", - "y_output = model_predict.predict(x_input)\n", - "print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n", - "print(shift)\n", - "m = np.reshape(y_output,hours)\n", - "print('weights=',w)\n", - "if scale:\n", - " print('scaling')\n", - " m = scalery.inverse_transform(m)\n", - "m = np.reshape(m,hours)\n", - "hour=np.array(range(hours))\n", - "title=\"First RNN forecast\"\n", - "plt.figure(figsize=(16,4))\n", - "plt.plot(hour,Ed,linestyle='--',c='r',label='Drying equilibrium')\n", - "plt.plot(hour,Ew,linestyle='--',c='b',label='Wetting equilibrium')\n", - "# print(len(hour),len(m_f))\n", - "plt.scatter(hour,data,c='b',label='data=10-h fuel data')\n", - "if m is not None:\n", - " plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n", - " plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n", - "plt.title(title) \n", - "plt.legend()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [], - "source": [ - "rnn_orig={'title':'RNN fitting and prediction - original','hour':h,'h2':h2,'Ed':Ed,'Ew':Ew,'Ec':Ec,'rain':rain,\n", - " 'fm':obs_data,'m':m,}\n", - "to_json(rnn_orig,'rnn_orig.json')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "mrWioCJVuU-G" - }, - "outputs": [], - "source": [ - "# plot subinterval only\n", - "def plot_int(lb=0,ub=hours,title=\"RNN Prediction\"):\n", - " hour=np.array(range(hours))\n", - " plt.figure(figsize=(16,4))\n", - " plt.plot(hour[lb:ub],Ed[lb:ub],linestyle='--',c='r',label='Drying equilibrium')\n", - " plt.plot(hour[lb:ub],Ew[lb:ub],linestyle='--',c='b',label='Wetting equilibrium')\n", - " plt.plot(hour[lb:ub],data[lb:ub],linestyle='-',c='b',label='RAWS fuel moisture data')\n", - " if lb <= h2:\n", - " ub1 = min(h2,ub)\n", - " plt.plot(hour[lb:ub1],m[lb:ub1],linestyle='-',c='k',label='Fuel moisture fitted')\n", - " if ub >= h2:\n", - " lb1 = max(h2,lb)\n", - " plt.plot(hour[lb1:ub],m[lb1:ub],linestyle='-',c='r',label='Fuel moisture prediction')\n", - " plt.title(title) \n", - " plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "qmGPeG61uqGI" - }, - "outputs": [], - "source": [ - "plot_int(0,600,title='RNN fitting and prediction') # again the whole thing" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "SwnOSJlOuvAA" - }, - "outputs": [], - "source": [ - "plot_int(0,300,title='RNN Fitting') " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "EqCZD7uCvDrS" - }, - "outputs": [], - "source": [ - "plot_int(300,500)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "hYgLAXpUvSLo" - }, - "outputs": [], - "source": [ - "plot_int(500,800)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "gVQxv9Blc91t" - }, - "source": [ - "### 4.4 A comment on the information flow in the Kalman filter and in neural networks" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "CZmR4HPAc91t" - }, - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "_g_OTEg6ePb9" - }, - "source": [ - "## 5. Conclusion" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "aNxw7xI3FqFt" - }, - "source": [ - "We have shown how to combine a model and data for improved forecasting of fuel moisture from weather forecast using the Kalman filter. Augmenting the filter state by a model parameter and joint estimation of augmented state resulted in an improvement of the forecast." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "IWpmDwUPGElR" - }, - "source": [ - "## Contributions of authors " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jujW1VFgGOCn" - }, - "source": [ - "Not applicable." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "HWslw7HmGZmP" - }, - "source": [ - "## Acknowledgements" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "xubqDAV2GjkZ" - }, - "source": [ - "This Math Clinic was sponsored by the team of investigators of the NASA grant no. 80NSSC19K1091 *Coupled Interactive Forecasting of Weather, Fire Behavior, and Smoke Impact for Improved Wildland Fire Decision Making* under the NASA ROSES18 Disasters program. The author would like to thank Brian Zhang from the Math Clinic class for bringing the reference van der Kamp et al. (2017) to his attention." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ZsNZxOv7c91t" - }, - "source": [ - "## References" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "vFY-iS1Wc91t" - }, - "source": [ - "J. Mandel, S. Amram, J. D. Beezley, G. Kelman, A. K. Kochanski, V. Y. Kondratenko, B. H. Lynn, B. Regev, and M. Vejmelka. *Recent advances and applications of WRF-SFIRE.* Natural Hazards and Earth System Science, 14(10):2829–2845, 2014. [doi:10.5194/nhessd-2-1759-2014](https://doi.org/10.5194/nhessd-2-1759-2014)\n", - "\n", - "R. E. Kalman. *A new approach to linear filtering and prediction problems.* Transactions of the ASME – Journal of Basic Engineering, Series D, 82:35–45, 1960. [doi:10.1115/1.3662552](https://doi.org/10.1115/1.3662552)\n", - "\n", - "E. Kalnay. *Atmospheric Modeling, Data Assimilation and Predictability.* Cambridge University Press, 2003. [doi:10.1017/CBO9780511802270](https://doi.org/10.1017/CBO9780511802270)\n", - "\n", - "D. W. van der Kamp, R. D. Moore, and I. G. McKendry. *A model for simulating the moisture content of standardized fuel sticks of various sizes.* Agricultural and Forest Meteorology, 236:123–134, 2017. [doi:10.1016/j.agrformet.2017.01.013](https://doi.org/10.1016/j.agrformet.2017.01.013)\n", - "\n", - "S. F. Schmidt. *Application of state-space methods to navigation problems.* volume 3 of Advances in Control Systems, C. T. Leondes, ed., pages 293–340. Elsevier, 1966. [doi:10.1016/B978-1-4831-6716-9.50011-4](https://doi.org/10.1016/B978-1-4831-6716-9.50011-4)\n", - "\n", - "M. Vejmelka, A. K. Kochanski, and J. Mandel. *Data assimilation of dead fuel moisture observations from remote automatic weather stations.* International Journal of Wildland Fire, 25:558– 568, 2016. [doi:10.1071/WF14085](https://doi.org/10.1071/WF14085)\n" - ] - } - ], - "metadata": { - "accelerator": "GPU", - "colab": { - "collapsed_sections": [], - "provenance": [] - }, - "gpuClass": "standard", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.8" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "khOTxJsYc91W" + }, + "source": [ + "# Kalman Filtering and Recurrent Neural Networks for Fuel Moisture\n", + "## Jan Mandel, University of Colorado Denver\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sXaqfI-EdCEk" + }, + "source": [ + "## Abstract" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZbtSiYm4dF7B" + }, + "source": [ + "''Fuel moisture is an important factor of the spread of wildland fires. Some weather stations have fuel moisture sensors and data are available online. We review a simple model of fuel moisture from atmospheric conditions, and show how to adjust the model using the weather station data." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eZ6dfHlZ63j1" + }, + "source": [ + "## Table of contents" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Snyr0_3sGxty" + }, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "WHIgN2uZ689b" + }, + "source": [ + "1 Introduction\n", + "\n", + "2 Background\n", + "\n", + "2.1 Imports\n", + "\n", + "2.2 Kalman filter\n", + "\n", + "2.2.1 Overview\n", + "\n", + "2.2.2 Formulation\n", + "\n", + "2.2.3 A Kalman filter tester\n", + "\n", + "2.3 Fuel moisture model\n", + "\n", + "2.3.1 A simple time lag model\n", + "\n", + "2.3.1 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain\n", + "\n", + "3 Methods\n", + "\n", + "3.1 Kalman filter demonstration on the simple model\n", + "\n", + "3.1.1 Creating synthetic data\n", + "\n", + "3.1.2 Running the Kalman filter\n", + "\n", + "3.2 Acquisition and preprocessing of real data\n", + "\n", + "3.2.1 Acquisition of fuel moisture observations\n", + "\n", + "3.2.2 Acquisition of weather data\n", + "\n", + "3.2.3 Preprocessing and visualization of the weather data\n", + "\n", + "4 Results\n", + "\n", + "4.1 Kalman filter with fuel moisture observations, followed by forecasting\n", + "\n", + "4.2 Model with an augmented state\n", + "\n", + "4.3 Kalman filter on the augmented model\n", + "\n", + "4.4 A comment on the information flow in the Kalman filter and in neural networks\n", + "\n", + "5. Conclusion\n", + "\n", + "Contributions of Authors\n", + "\n", + "Acknowledgements\n", + "\n", + "References\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZFafUPCTO1N1" + }, + "source": [ + "## 1 Introduction" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4_RcdWybPFks" + }, + "source": [ + "The Kalman filter is at the foundation of many technologies in daily use, from GPS to weather forecasting. No model is completely accurate. Think space navigation: the movement of a Apollo 13 between the moon and the earth, subject to gravitational forces and propulsion, with the position ascertained by visual measurements. No matter how accurate the model of spacecraft motion is, the measurements are always burdened with noise. The idea of Kalman filter is to evolve a quantification of the of the state (here, positin and velocity of the spacecraft) in the form of a covariance matrix, and, using an estimate of the uncertainty of the data, adjust the state to split the difference every time measurements are taken. \n", + "\n", + "Here, we use the Kalman filter to estimate the evolution of fuel (dead wood) moisture content from a simple theoretical model, adjusting the state of the model hourly for measurements from fuel moisture a sensor in a wood stick exposed to the elements. This is needed for forecasting of wildfire progress; for this purpose, we also want to have the filter adjust the model from the data, so that it gives more accurate data for future when we only have hourly weather forecast but no actual data - because the future has not happened yet. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "M2kbwDPBTB7A" + }, + "source": [ + "## 2 Background" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ar1BbXac49hO" + }, + "source": [ + "In this section, we take care of preliminaries: we install some packages we need, and then proceed with the Kalman filter." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_5F5CuRqc91X" + }, + "source": [ + "### 2.1 Imports" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "K6sWUMf0c91Y" + }, + "source": [ + "We may need the pygrib package to read weather data, but pygrib requires current numpy while google colab is using an old numpy version for compatibility with tensorflow. We will upgrade numpy and restart the runtime then the notebook will need to be run again. If numpy is current, we just download and import packages we need." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "X9rvlymMZdJg" + }, + "source": [ + "### 2.2 Kalman filter" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "x5E2UE3F5gf2" + }, + "source": [ + "#### 2.2.1 Overview" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NPgTHlCLAlA-" + }, + "source": [ + "The Kalman filter provides an estimate $u$ of the time evolution of some unknown process, called \"nature\" or \"truth\". We do not know with certainty what the nature is, but we can observe it at regular intervals (steps) with some error. In each step, model $F$ advances the model state $u$ in time, $ u \\leftarrow F(u)$, and attempts to reconcile the state with an observation $d$ of the true state, so $u \\approx d$. The filter modifies the model state $u$ to balance the uncertainty in the model and the data (this is called *analysis*) and the cycle continues. For that purpose, the filter evolves also an estimate of the uncertainly of the model.\n", + "\n", + "More generally, instead of $u \\approx d$, only a part of the state is observed, and $Hu \\approx d$ where $H$ is a matrix, or observation function. Basically, $Hu$ is what the data would be if the model was completely accurate. \n", + "\n", + "See Kalman (1960) for the original publication, Kalnay (2003) for a gentle introduction, and the [Wikipedia article](https://en.wikipedia.org/wiki/Extended_Kalman_filter)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "y6j34L5s5pEL" + }, + "source": [ + "#### 2.2.2 Formulation\n", + "\n", + "---\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "b3GZW5vP5_o8" + }, + "source": [ + "We present the Kalman filter in perhaps the most used form, as extended to nonlinear models.\n", + " Consider a discrete time model of some natural\n", + "process. At time step $k$, the model has state $u_{k}\\in\\mathbb{R}^{n}$, which\n", + "can be approximated from the previous step $u_{k-1}$ by applying the model\n", + "$\\mathcal{M}$ to get a forecast $u_{k}^{f}=\\mathcal{M}\\left( u_{k-1}\\right)\n", + "$. We model uncertainty in the model itself by adding normally distributed\n", + "noise with mean zero and covariance $Q$ to the uncertainty of $u_{k}^{f}$. We\n", + "also need to estimate now the uncertainty in the previous state $u_{k-1}$\n", + "propagates to the uncertainty of the forecast $u_{k}^{f}$. So, assume that the\n", + "model is differentiable and quantify the uncertainty of the state by a\n", + "covariance matrix. That is, assume that at step $k-1$, the state has\n", + "(approximately) normal distribution with mean $u_{k-1}$ and covariance\n", + "$P_{k-1}$. Using the Taylor expansion of order $1$ of the model operator at\n", + "$u_{k-1}$, $\\mathcal{M}\\left( u\\right) \\approx\\mathcal{M}\\left(\n", + "u_{k-1}\\right) +\\mathcal{M}^{\\prime}\\left( u_{k-1}\\right) \\left(\n", + "u-u_{k-1}\\right) $, where $\\mathcal{M}^{\\prime}\\left( u_{k-1}\\right) $ is\n", + "the Jacobian matrix of $\\mathcal{M}$ at $u_{k-1}$. It can be shown that the\n", + "forecast has then (approximately)\\ normal distribution with mean and\n", + "covariance\n", + "$$\n", + "u_{k}^{f}=\\mathcal{M}\\left( u_{k-1}\\right) ,\\ P_{k}^{f}=\\mathcal{M}\\left(\n", + "u_{k-1}\\right) P_{k-1}\\mathcal{M}^{\\prime}\\left( u_{k-1}\\right) +Q\n", + "$$\n", + "At time $k$, we also have an observation $d_{k}\\approx Hu_{k}$, where $H$ is a\n", + "given observation operator, and we want to find $u_{k}$ so that both\n", + "$$\n", + "u_{k}\\approx u_{k}^{f}\\text{ and }d_{k}\\approx Hu_{k}.\n", + "$$\n", + "We quantify the uncertainly of the error of observation $d_{k}$ by a covariance\n", + "matrix $R$: assume that the observation error has normal probability\n", + "distribution with a known covariance $R$. Then, the likelihood of state $u$ is\n", + "proportional to $e^{-\\left\\Vert d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}/2}$, where\n", + "we used the notation for the norm $\\left\\Vert v\\right\\Vert _{A}%\n", + "=\\left(v^{\\top}Av\\right)^{1/2}$ induced by a positive definite matrix $A$. Similarly, we quantify the\n", + "uncertainty of the state by a covariance matrix $P_{k}$. That is, the forecast\n", + "state has (approximately) normal distribution with mean $u_{k}^{f}$ and covariance\n", + "$P_{k}^{f}$. From the Bayes theorem of statistics, the probability distribution\n", + "of the state after taking the data into account has density\n", + "$$\n", + "p_{k}\\left( u\\right) \\propto e^\\frac{-\\left\\Vert d_{k}\n", + "-Hu\\right\\Vert_{R^{-1}}^{2}}{2}e^\\frac{-\\left\\Vert u-u_{k}^{f}\\right\\Vert _{\n", + "{P_{k}^f}^{-1} }^{2}}{2}%\n", + "$$\n", + "where $\\propto$ means proportional.\n", + "Note that the probability density at $u$ is maximal when $\\left\\Vert\n", + "d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}+\\left\\Vert u-u_{k}\\right\\Vert _{{P_{k}^{f}}^{-1}}^{2}$\n", + " is minimal, which quantifies the statement that $d_{k}\\approx\n", + "Hu_{k}$ and $u\\approx u_{k}^{f}$. By a direct computation completing the\n", + "square and using the Sherman-Morrison-Woodbury formula, \n", + "$$p_{k}\\left(\n", + "\t\tu\n", + "\t \\right) \\propto \n", + "e^{-\\frac{\n", + "\t\\left\\Vert u-u_{k\n", + "\t }\n", + "\t\\right\\Vert_\n", + "\t\t{P_{k\n", + "\t\t }^{-1}\n", + "\t\t}^{2}\n", + "\t}\n", + "\t{2}},\n", + "$$ \n", + "which is the density of the normal distribution with the mean\n", + "$$\n", + "u_{k}^{f}=u_{k}^{f}+K_{k}(d-Hu_{k}^{f}),\\ \\text{where }K_{k}=P_{k}%\n", + "^{f}H^{\\mathrm{T}}(HP_{k}^{f}H^{\\mathrm{T}}+R)^{-1}%\n", + "$$\n", + "and covariance\n", + "$$\n", + "P_{k}=\\left( \\left( P_{k}^{f}\\right) ^{-1}+H^{\\mathrm{T}}R^{-1}H\\right)\n", + "^{-1}=(I-KH)P_{k}^{f}.\n", + "$$\n", + "\n", + "These are the equations of the extended Kalman filter. The original Kalman (1960) filter was\n", + "formulated for a linear process. The extension to the\n", + "nonlinear case made broad array of applications possible, including the Apollo spacecraft naviation (McGee and Schmidt, 1966), and is\n", + "still a de-facto standard in navigation and GPS.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "-bvUtJ_OLwQA" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "def ext_kf(u,P,F,Q=0,d=None,H=None,R=None):\n", + " \"\"\"\n", + " One step of the extended Kalman filter. \n", + " If there is no data, only advance in time.\n", + " :param u: the state vector, shape n\n", + " :param P: the state covariance, shape (n,n)\n", + " :param F: the model function, args vector u, returns F(u) and Jacobian J(u)\n", + " :param Q: the process model noise covariance, shape (n,n)\n", + " :param d: data vector, shape (m). If none, only advance in time\n", + " :param H: observation matrix, shape (m,n)\n", + " :param R: data error covariance, shape (n,n)\n", + " :return ua: the analysis state vector, shape (n)\n", + " :return Pa: the analysis covariance matrix, shape (n,n)\n", + " \"\"\"\n", + " def d2(a):\n", + " return np.atleast_2d(a) # convert to at least 2d array\n", + "\n", + " def d1(a):\n", + " return np.atleast_1d(a) # convert to at least 1d array\n", + "\n", + " # forecast\n", + " uf, J = F(u) # advance the model state in time and get the Jacobian\n", + " uf = d1(uf) # if scalar, make state a 1D array\n", + " J = d2(J) # if scalar, make jacobian a 2D array\n", + " P = d2(P) # if scalar, make Jacobian as 2D array\n", + " Pf = d2(J.T @ P) @ J + Q # advance the state covariance Pf = J' * P * J + Q\n", + " # analysis\n", + " if d is None or not d.size : # no data, no analysis\n", + " return uf, Pf\n", + " # K = P H' * inverse(H * P * H' + R) = (inverse(H * P * H' + R)*(H P))'\n", + " H = d2(H)\n", + " HP = d2(H @ P) # precompute a part used twice \n", + " K = d2(np.linalg.solve( d2(HP @ H.T) + R, HP)).T # Kalman gain\n", + " # print('H',H)\n", + " # print('K',K)\n", + " res = d1(H @ d1(uf) - d) # res = H*uf - d\n", + " ua = uf - K @ res # analysis mean uf - K*res\n", + " Pa = Pf - K @ d2(H @ P) # analysis covariance\n", + " return ua, d2(Pa)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Uvsbbv2XZ2Hd" + }, + "source": [ + "#### 2.2.3 A Kalman filter tester" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gcmGBqPOU1e5" + }, + "source": [ + "It is a very good idea to make write a simple tester for every piece of code. How else would we know it actually works, and that something basic did not get broken inadvertently, perhaps as a side effect of changing something else? A simple tester may save a great deal of time trying to debug cryptic errors later. And, what better place for a tester that right after the code it is testing so that it gets run every time?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "OsOqvQk6ZXZV" + }, + "outputs": [], + "source": [ + "# a basic ext_kf test\n", + "import numpy as np\n", + "u = [1,\n", + " 2]\n", + "P = [[2 , -1],\n", + " [-1 , 2]]\n", + "A = [ [1 ,2],\n", + " [3 ,4]]\n", + "u = np.array(u) \n", + "Q = np.array([[1,0],[0,1]])\n", + "A = np.array(A)\n", + "def fun(u):\n", + " return A @ u, A\n", + "F = lambda u: fun(u)\n", + "H = [[1, 0],\n", + " [0, 1]]\n", + "d = [2,\n", + " 3]\n", + "R = [[2, 0],\n", + " [0, 2]]\n", + "H = np.array(H) \n", + "d = np.array(d)\n", + "R = np.array(R)\n", + "ua,Pa = ext_kf(u,P,F,Q)\n", + "print('ua=',ua)\n", + "print('Pa=',Pa)\n", + "ua,Pa = ext_kf(u,P,F,Q,d,H,R)\n", + "print('ua=',ua)\n", + "print('Pa=',Pa)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "A9ZpmNcdRpmp" + }, + "source": [ + "### 2.3 Fuel moisture models\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eZL8gN7ISGVh" + }, + "source": [ + "#### 2.3.1 A simple fuel moisture model" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1XvOC4kYSQgH" + }, + "source": [ + "First consider a simplified fuel moisture model without considering the effect of rain.\n", + "The evolution of fuel moisture content $m(t)$ is modeled by the time-lag differential equation on interval $\\left[\n", + "t_{0},t_{1}\\right] $,\n", + "$$\n", + "\\frac{dm}{dt}=\\frac{E-m(t)}{T},\\quad m(t_{0})=m_{0}.\n", + "$$\n", + "where the initial fuel moisture content $m_{0}=m\\left( t_{0}\\right) $ is the\n", + "input, and $m_{1}=m(t_{1})$ is the output. Tnus, $m_1=F(m_0)$. The parameters of the model are the\n", + "fuel moisture equilibrium $E$, assumed to be constant over the interval $\\left[\n", + "t_{0},t_{1}\\right] $, NS the characteristic decay time $T$. \n", + "\n", + "We can build the general model later by calling this simple model with different\n", + "equilibria and time constants (drying, wetting, rain).\n", + "\n", + "Since $E$ is constant in time, the solution can be found\n", + "analytically,\n", + "$$\n", + "m\\left( t\\right) =E+\\left( m_{0}-E\\right) e^{-t/T}%\n", + "$$\n", + "For convenience, we use $T_{1}=1/T$ instead of $T$, and the model becomes\n", + "$$\n", + "m_{1}=E+\\left( m_{0}-E\\right) e^{-\\left( t_{1}-t_{0}\\right) T_{1}}%\n", + "$$\n", + "In the extended Kalman filter, we will need the partial derivatives of $m_{1}$\n", + "with respect to the input and the parameters. Compute\n", + "$$\n", + "\\frac{dm_{1}}{d_{m0}}=e^{-\\left( t_{1}-t_{0}\\right) T_{1}}\n", + "$$\n", + "$$\n", + "\\frac{dm_{1}}{dE}=1-e^{-\\left( t_{1}-t_{0}\\right) T_{1}}\n", + "$$\n", + "$$\n", + "\\frac{dm_{1}}{dT_{1}}=-\\left( m_{0}-E\\right) \\left( t_{1}-t_{0}\\right)\n", + "e^{-\\left( t_{1}-t_{0}\\right) T_{1}}\n", + "$$\n", + "At the moment, we need only ${dm_{1}}/{dm_{0}}$ but we put in the code all partials for possible use in future.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "wuVIAGLiSeR8" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "def model_decay(m0,E,partials=0,T1=0.1,tlen=1): \n", + " # Arguments: \n", + " # m0 fuel moisture content at start dimensionless, unit (1)\n", + " # E fuel moisture eqilibrium (1)\n", + " # partials=0: return m1 = fuel moisture contents after time tlen (1)\n", + " # =1: return m1, dm0/dm0 \n", + " # =2: return m1, dm1/dm0, dm1/dE\n", + " # =3: return m1, dm1/dm0, dm1/dE dm1/dT1 \n", + " # T1 1/T, where T is the time constant approaching the equilibrium\n", + " # default 0.1/hour\n", + " # tlen the time interval length, default 1 hour\n", + "\n", + " exp_t = np.exp(-tlen*T1) # compute this subexpression only once\n", + " m1 = E + (m0 - E)*exp_t # the solution at end\n", + " if partials==0:\n", + " return m1\n", + " dm1_dm0 = exp_t\n", + " if partials==1:\n", + " return m1, dm1_dm0 # return value and Jacobian\n", + " dm1_dE = 1 - exp_t \n", + " if partials==2:\n", + " return m1, dm1_dm0, dm1_dE \n", + " dm1_dT1 = -(m0 - E)*tlen*exp_t # partial derivative dm1 / dT1\n", + " if partials==3:\n", + " return m1, dm1_dm0, dm1_dE, dm1_dT1 # return value and all partial derivatives wrt m1 and parameters\n", + " raise('Bad arg partials')\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dOARZlj-RUCi" + }, + "source": [ + "#### 2.3.2 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AJp6FTpTSx5B" + }, + "source": [ + "Here is a little more realistic fuel moisture model from Mandel et al. (2004). A rain-wetting lag time $t_{\\mathrm{r}}$ is reached for heavy rain only\n", + "asymptotically, when the rain intensity $r$ (mm/h) is\n", + "large:\n", + "$$\n", + "\\frac{\\mathrm{d}m}{\\mathrm{d}t}=\\frac{S-m}{t_{\\mathrm{r}}}\\left(1-\\exp\\left(-\\frac{r-r_0}{r_{\\mathrm{s}}}\n", + "\\right) \\right),\\ \\text{if}\\ r>r_0, \n", + "$$\n", + "where $r_0$ is the threshold rain intensity below which no perceptible\n", + "wetting occurs, and $r_{\\mathrm{s}}$ is the saturation rain\n", + "intensity. At the saturation rain intensity, $1-1/e\\approx 0.63$ of\n", + "the maximal rain-wetting rate is achieved. For 10h fuel, the model takes $S=250\\,{\\%}$,\n", + "$t_{\\mathrm{r}}=14$h, $r_0=0.05$mm/h and\n", + "$r_{\\mathrm{s}}=8$mm/h. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ITsKE0psRblG" + }, + "outputs": [], + "source": [ + "### Define model function with drying, wetting, and rain equilibria\n", + "\n", + "# Parameters\n", + "r0 = 0.05 # threshold rainfall [mm/h]\n", + "rs = 8.0 # saturation rain intensity [mm/h]\n", + "Tr = 14.0 # time constant for rain wetting model [h]\n", + "S = 250 # saturation intensity [dimensionless]\n", + "T = 10.0 # time constant for wetting/drying\n", + "\n", + "def model_moisture(m0,Eqd,Eqw,r,t,partials=0,T=10.0,tlen=1.0):\n", + " # arguments:\n", + " # m0 starting fuel moistureb (%s\n", + " # Eqd drying equilibrium (%) \n", + " # Eqw wetting equilibrium (%)\n", + " # r rain intensity (mm/h)\n", + " # t time\n", + " # partials = 0, 1, 2\n", + " # returns: same as model_decay\n", + " # if partials==0: m1 = fuel moisture contents after time 1 hour\n", + " # ==1: m1, dm1/dm0 \n", + " # ==2: m1, dm1/dm0, dm1/dE \n", + " \n", + " if r > r0:\n", + " # print('raining')\n", + " E = S\n", + " T1 = (1.0 - np.exp(- (r - r0) / rs)) / Tr\n", + " elif m0 <= Eqw: \n", + " # print('wetting')\n", + " E=Eqw\n", + " T1 = 1.0/T\n", + " elif m0 >= Eqd:\n", + " # print('drying')\n", + " E=Eqd\n", + " T1 = 1.0/T\n", + " else: # no change'\n", + " E = m0\n", + " T1=0.0\n", + " exp_t = np.exp(-tlen*T1)\n", + " m1 = E + (m0 - E)*exp_t \n", + " dm1_dm0 = exp_t\n", + " dm1_dE = 1 - exp_t\n", + " #if t>=933 and t < 940:\n", + " # print('t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE',\n", + " # t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE) \n", + " if partials==0: \n", + " return m1\n", + " if partials==1:\n", + " return m1, dm1_dm0\n", + " if partials==2:\n", + " return m1, dm1_dm0, dm1_dE\n", + " raise('bad partials')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JDLU3B_jV42l" + }, + "source": [ + "## 3. Methods" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hLPJT3FcA2a7" + }, + "source": [ + "### 3.1 Kalman filter demonstration on the simple model" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kIA3X8vluFdd" + }, + "source": [ + "We demonstrate the Kalman filter for this model on a simple artificial example. The model is solving the differential equation for one hour. The equilibrium $E$ is constant during the hour, but it changes over the day so that it is higher at night and lower during the day, with a 24-hour period. First, we create the \"truth\" by choosing the equilibrium $E$ and solving the differential aquation every hour, with a small additive noise. The synthetic data is obtained as the values of the \"truth\", with random noise to simulate observation error." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bBv10PTiChhm" + }, + "source": [ + "#### 3.1.1 Creating synthetic data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "my6nnrk1iQo8" + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "-_pz-wXnCMnP" + }, + "outputs": [], + "source": [ + "def create_synthetic_data(days=20,power=4,data_noise=0.02,process_noise=0.0,DeltaE=0.0):\n", + " import numpy as np, random\n", + " hours = days*24\n", + " h2 = int(hours/2)\n", + " hour = np.array(range(hours))\n", + " day = np.array(range(hours))/24.\n", + "\n", + " # artificial equilibrium data\n", + " E = np.power(np.sin(np.pi*day),4) # diurnal curve\n", + " E = 0.05+0.25*E\n", + " # FMC free run\n", + " m_f = np.zeros(hours)\n", + " m_f[0] = 0.1 # initial FMC\n", + " process_noise=0.\n", + " for t in range(hours-1):\n", + " m_f[t+1] = max(0.,model_decay(m_f[t],E[t]) + random.gauss(0,process_noise) )\n", + " data = m_f + np.random.normal(loc=0,scale=data_noise,size=hours)\n", + " E = E + DeltaE \n", + "\n", + " %matplotlib inline\n", + " import matplotlib.pyplot as plt \n", + " # fig1, ax1 = plt.subplots()\n", + "\n", + " plt.figure(figsize=(16,4))\n", + " plt.plot(hour,E,linestyle='--',c='r',label='Equilibrium')\n", + " plt.plot(hour,m_f,linestyle='-',c='k',label='10-h fuel truth')\n", + " plt.scatter(hour[:h2],data[:h2],c='b',label='10-h fuel data')\n", + " plt.title('Synthetic data')\n", + " plt.xlabel('Time (hours)')\n", + " plt.ylabel('Fuel moisture content (%)')\n", + " plt.legend()\n", + " return E,m_f,data,hour,h2,DeltaE\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "GfRxLp4HkcVz" + }, + "outputs": [], + "source": [ + "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.01,process_noise=0.0,DeltaE=0.0) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "z-3WLAEpD2yJ" + }, + "source": [ + "#### 3.1.2 Running the Kalman filter" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "T4g-RrrYAlBD" + }, + "source": [ + "We have used the same code for model and for the truth, and run the Kalman filter for 10 days. The graph below shows that the model state was remarkably close to the truth, even if the model is fed only noisy observations. This is because the dynamics of the model and of the truth are the same. After 10 days, we let the model continue without any new data to simulate forecasting the future, and the agreement with the truth was still very good." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "_-CjONZkD18n" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt \n", + "\n", + "# using global E, m_f\n", + "\n", + "def plot_m(m,Ec=None,title=None,): # global hour\n", + " hours=hour.shape[0]\n", + " %matplotlib inline\n", + " plt.figure(figsize=(16,4))\n", + " plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n", + " # print(len(hour),len(m_f))\n", + " plt.plot(hour,m_f,linestyle='-',c='b',label='m_f=10-h fuel truth')\n", + " plt.scatter(hour[:h2],data[:h2],c='b',label='data=10-h fuel data')\n", + " if m is not None:\n", + " plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n", + " plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n", + " if Ec is not None:\n", + " plt.plot(hour,Ec,linestyle='-',c='g',label='Ec=Equilibrium correction')\n", + " if title is not None:\n", + " plt.title(title) \n", + " else:\n", + " plt.title('Kalman filtering and forecast on artificial data')\n", + " plt.xlabel('Time (hours)') \n", + " plt.ylabel('Fuel moisture content (%)')\n", + " plt.legend()\n", + "\n", + "def kf_example(DeltaE):\n", + " hours=hour.shape[0]\n", + " m = np.zeros(hours)\n", + " m[0]=0.1 # background state \n", + " P = np.zeros(hours)\n", + " P[0] = 0.03 # background state variance\n", + " Q = np.array([0.02]) # process noise variance\n", + " H = np.array([1.]) # all observed\n", + " R = np.array([0.02]) # data variance\n", + "\n", + " for t in range(h2):\n", + " # use lambda construction to pass additional arguments to the model \n", + " m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1),Q,\n", + " d=data[t],H=H,R=R)\n", + " for t in range(h2,hours - 1):\n", + " m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1))\n", + " return m, P\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "d0EFhTPZAlBD", + "scrolled": true + }, + "outputs": [], + "source": [ + "DeltaE = 0.0 # bias\n", + "m, P = kf_example(DeltaE)\n", + "plot_m(m)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vqyB2Yz3uCsD" + }, + "source": [ + "We have recovered the fuel moisture from data with random noise - we **filtered** the noise out. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Dl7pBZ9B3Nox" + }, + "source": [ + "Let's have a look at the evolution of the filter's estimate of the variance $P$. A common problem with the Kalman filter is when the variance converges to zero over time, then, since the filter trusts the model too much, it ignores the observations. Of course, once we switch to forecasting mode, the variance is not of interest. We could keep evolving the variance to bridge over periods when there are no observations, but not in this simplified version." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "wRJgbmGLc91g" + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(P,linestyle='-',c='b',label='Estimated state variance P')\n", + "plt.title('Kalman filtering and forecast on artificial data')\n", + "plt.xlabel('Time (hours)') \n", + "plt.ylabel('Estimated variance of fuel moisture (%^2)')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ccr-uKbmAlBE" + }, + "source": [ + "Now what if the model is wrong - different from nature? That is always so in reality. Now suppose that the model and the truth are not the same. That is always the case in reality. Consider a simple case when the model thinks that the equilibrium $E$ is too high." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "spMdGW8oAlBE" + }, + "outputs": [], + "source": [ + "DeltaE = -0.05\n", + "m, P = kf_example(DeltaE)\n", + "plot_m(m)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Z_INvPNGCmM2" + }, + "outputs": [], + "source": [ + "DeltaE = 0.05\n", + "m, P = kf_example(DeltaE)\n", + "plot_m(m)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DQeF7J8T4j2i" + }, + "source": [ + "We have found a good estimate of the state $m$, while data is available. Also, the estimated state variance $P$ converges with time - we have *learned* the variance that balances the noise. But for forecasting fuel moisture, we need to continue the fuel moisture model into the future, and we can't have any measurements from future. We only have the equilibrium from weather forecast. And the forecast and the truth disagree - as soon as there is no data to attract the simulation, the model is doing its own thing." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-WMWCDz4DX45" + }, + "source": [ + "#### 3.2 Model with an augmented state" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jivOYEhiXMi5" + }, + "source": [ + "In reality, the equilibrium moisture $E$ computed from atmospheric conditions\n", + "generally does not agree with the data. We want to add a correction $\\Delta\n", + "E$ to $E$ constant in time, and identify the new parameter $\\Delta E$ from data. \n", + "Because the Kalman filter identifies state, add the parameter to the state.\n", + "Define augmented state $u=\\left[\n", + "\\begin{array}\n", + "[c]{c}\n", + "m\\\\\n", + "\\Delta E\n", + "\\end{array}\n", + "\\right] .$ Since $\\Delta E$ is constant in time, it satisfies the\n", + "differential equation $\\frac{d\\Delta E}{dt}=0.$ So, we want to estimate the\n", + "state $u$ governed by the\n", + "$$\n", + "\\frac{d}{dt}\\left[\n", + "\\begin{array}\n", + "[c]{c}\n", + "m\\\\\n", + "\\Delta E\n", + "\\end{array}\n", + "\\right] =\\left[\n", + "\\begin{array}\n", + "[c]{c}\n", + "\\frac{E+\\Delta E-m(t)}{T}\\\\\n", + "0\n", + "\\end{array}\n", + "\\right] ,\n", + "$$\n", + "which we write as $\\frac{du}{dt}=F(u),$ where\n", + "$$\n", + "F(u)=\\left[\n", + "\\begin{array}\n", + "[c]{c}\n", + "F_{1}\\left( u\\right) \\\\\n", + "F_{2}\\left( u\\right)\n", + "\\end{array}\n", + "\\right] =F\\left( \\left[\n", + "\\begin{array}\n", + "[c]{c}\n", + "m\\\\\n", + "\\Delta E\n", + "\\end{array}\n", + "\\right] \\right) =\\left[\n", + "\\begin{array}\n", + "[c]{c}\n", + "\\left( E+\\Delta E-m(t)\\right) T_{1}\\\\\n", + "0\n", + "\\end{array}\n", + "\\right] ,\\quad T_{1}=\\frac{1}{T}.\n", + "$$\n", + "The Jacobian of $F$ is\n", + "$$\n", + "\\left[\n", + "\\begin{array}\n", + "[c]{cc}\n", + "\\frac{\\partial F_{1}}{\\partial u_{1}} & \\frac{\\partial F_{1}}{\\partial u_{2}\n", + "}\\\\\n", + "\\frac{\\partial F_{2}}{\\partial u_{1}} & \\frac{\\partial F_{2}}{\\partial u_{2}}\n", + "\\end{array}\n", + "\\right] =\\left[\n", + "\\begin{array}\n", + "[c]{cc}\n", + "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n", + "\\frac{\\partial\\Delta E}{\\partial m_{0}} & \\frac{\\partial\\Delta E}\n", + "{\\partial\\Delta E}\n", + "\\end{array}\n", + "\\right] =\\left[\n", + "\\begin{array}\n", + "[c]{cc}\n", + "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n", + "0 & 1\n", + "\\end{array}\n", + "\\right]\n", + "$$\n", + "Here is a function that implements the augmented model $F$. The input is\n", + "$u_{0}$. The output is $u_{1}$ and the Jacobian $du_{1}/du_{0}$." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MJ1C_1Omc91s" + }, + "source": [ + "\n", + "Define augmented model function. Also, add use drying, wetting, and rain equilibria" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "GHtAaGp9WSHT" + }, + "outputs": [], + "source": [ + "def model_augmented(u0,Ed,Ew,r,t):\n", + " # state u is the vector [m,dE] with dE correction to equilibria Ed and Ew at t\n", + " # \n", + " m0, Ec = u0 # decompose state u0\n", + " # reuse model_moisture(m0,Eqd,Eqw,r,partials=0):\n", + " # arguments:\n", + " # m0 starting fuel moistureb (1)\n", + " # Ed drying equilibrium (1) \n", + " # Ew wetting equilibrium (1)\n", + " # r rain intensity (mm/h)\n", + " # partials = 0, 1, 2\n", + " # returns: same as model_decay\n", + " # if partials==0: m1 = fuel moisture contents after time 1 hour\n", + " # ==1: m1, dm0/dm0 \n", + " # ==2: m1, dm1/dm0, dm1/dE \n", + " m1, dm1_dm0, dm1_dE = model_moisture(m0,Ed + Ec, Ew + Ec, r, t, partials=2)\n", + " u1 = np.array([m1,Ec]) # dE is just copied\n", + " J = np.array([[dm1_dm0, dm1_dE],\n", + " [0. , 1.]])\n", + " return u1, J" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "1No3g6HyAEh_" + }, + "outputs": [], + "source": [ + "def run_augmented_kf(d,Ed,Ew,rain,h2,hours):\n", + " u = np.zeros((2,hours))\n", + " u[:,0]=[0.1,0.0] # initialize,background state \n", + " P = np.zeros((2,2,hours))\n", + " P[:,:,0] = np.array([[1e-3, 0.],\n", + " [0., 1e-3]]) # background state covariance\n", + " Q = np.array([[1e-3, 0.],\n", + " [0, 1e-3]]) # process noise covariance\n", + " H = np.array([[1., 0.]]) # first component observed\n", + " R = np.array([1e-3]) # data variance\n", + "\n", + " # ext_kf(u,P,F,Q=0,d=None,H=None,R=None) returns ua, Pa\n", + "\n", + " # print('initial u=',u,'P=',P)\n", + " # print('Q=',Q,'H=',H,'R=',R)\n", + "\n", + " for t in range(1,h2):\n", + " # use lambda construction to pass additional arguments to the model \n", + " u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n", + " lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n", + " Q,d[t],H=H,R=R)\n", + " # print('time',t,'data',d[t],'filtered',u[0,t],'Ec',u[1,t])\n", + " for t in range(h2,hours):\n", + " u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n", + " lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n", + " Q*0.0)\n", + " # print('time',t,'data',d[t],'forecast',u[0,t],'Ec',u[1,t])\n", + " return u" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "9vUv1Uc5OfPI" + }, + "outputs": [], + "source": [ + "def augmented_example(DeltaE):\n", + " hours=hour.shape[0]\n", + " h2 = int(hours/2)\n", + " m, Ec = run_augmented_kf(data,E+DeltaE,E+DeltaE,0*E,h2,hours) # data, E, hours are global\n", + " return m, Ec" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "QQnRlereDHbf" + }, + "outputs": [], + "source": [ + "m, Ec=augmented_example(0.1)\n", + "plot_m(m, Ec)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ZOC6bplsIRCx" + }, + "outputs": [], + "source": [ + "m, Ec=augmented_example(0.0)\n", + "plot_m(m, Ec)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "xuMx41fXIejB" + }, + "outputs": [], + "source": [ + "m, Ec=augmented_example(-0.1)\n", + "plot_m(m, Ec)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ejlc1sbENm6R" + }, + "source": [ + "## From Kalman filter to neural networks" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6zeGArbmNkAW" + }, + "source": [ + "In the Kalman filter, at each time step $k$,\n", + "\n", + "* the input state is $u_{k-1}$ size $n$ and its covariance matrix $P_{k-1}$ size $n \\times n$.\n", + "* the model is applied to external data $e_k$ and the input $u_{k-1},P_{k-1}$ produce the forecast $u_k^f$ and its covariance $P^f_k$\n", + "* the new state $u_k$ is found by minimizing $|| u^f_k - u_k||^2_{P^f_k} + ||H u_k - d_k||^2_{R}$ \n", + "* the new state covariance is $P_k = ( (P^f_k)^{-1} + H^\\top R^{-1} H)^{-1}$.\n", + "\n", + "Here, the state consists of \n", + "* the fuel moisture and the adjustment to the equilibrium, dimension 2\n", + "* the covariance matrix of vector of dimension 2, which is symmetric $2 \\times 2$ matrix, given by 3 numbers because it is symmetric\n", + "Thus, the dimension of the state is 2 + 3 = 5. The first component of the state, the fuel moisture, is the quantity of interest, the rest are auxiliary.\n", + "\n", + "\n", + "This can be understood as:\n", + "\n", + "* a mapping $M$ of the 5-dimensional hidden and external data state to a new hidden state:\n", + "$$M:(u_{k-1},P_{k-1},e_k) \\mapsto (u_{k},P_{k})$$\n", + "* retrieving the output (the quantity of interest) as the first component of the hiddent state\n", + "* feeding the hiddent state back to the mapping $M$ for the next step $k+1$\n", + "* training consists of fitting the hidden state to minimize a loss function\n", + "$$\\ell(u_{k},P_{k},d_k,R_k) \\to \\min$$\n", + "\n", + "Note that in the augmented Kalman filter above, the mapping $M$ is fixed and it has a one component of the hidden state as a parameter. To get a better fit, we could increase the number of parameters, e.g., by modeling the moisture in multiple layers, as in van der Kamp et al. (2017) two-layer model.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fk72YB2mjuGk" + }, + "source": [ + "Building and evaluating RNN" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "svt8wUAsSA67" + }, + "source": [ + "A recurrent neural network (RNN) has a similar information flow but it can be more flexible and look for the best model automatically, i.e., build the model from data. \n", + "\n", + "We'll start by how to evaluate the map, then actually create it later.\n", + "\n", + "Some of the code is from https://machinelearningmastery.com/understanding-simple-recurrent-neural-networks-in-keras/\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "H3RTQCDG9q-4" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import tensorflow as tf\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense, SimpleRNN\n", + "from keras.utils.vis_utils import plot_model\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.metrics import mean_squared_error\n", + "import math\n", + "import matplotlib.pyplot as plt\n", + "import tensorflow as tf\n", + "import keras.backend as K" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "pcIU5lWhVEAy" + }, + "outputs": [], + "source": [ + "def create_RNN(hidden_units, dense_units, input_shape, activation):\n", + " inputs = tf.keras.Input(shape=input_shape)\n", + " # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n", + " # inputs2 = K.print_tensor(inputs, message='inputs = ') # change allso inputs to inputs2 below, must be used\n", + " x = tf.keras.layers.SimpleRNN(hidden_units, input_shape=input_shape,\n", + " activation=activation[0])(inputs)\n", + " outputs = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n", + " model = tf.keras.Model(inputs=inputs, outputs=outputs)\n", + " model.compile(loss='mean_squared_error', optimizer='adam')\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "lphzeucMfI7L" + }, + "outputs": [], + "source": [ + "# Demo example\n", + "hidden=5\n", + "features=2\n", + "timesteps=3\n", + "demo_model = create_RNN(hidden_units=hidden, dense_units=1, \n", + " input_shape=(timesteps,features), \n", + " activation=['linear', 'linear'])\n", + "print(demo_model.summary())\n", + "w = demo_model.get_weights()\n", + "#print(len(w),' weight arrays:',w)\n", + "wname=('wx','wh','bh','wy','by','wz','bz')\n", + "for i in range(len(w)):\n", + " print(i,':',wname[i],'shape=',w[i].shape)\n", + "wx, wh, bh, wy, by = w\n", + "plot_model(demo_model, to_file='model_plot.png', \n", + " show_shapes=True, show_layer_names=True,\n", + " expand_nested=True,)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uFVQdXL0fODX" + }, + "source": [ + "The input layer here is just a formality. The input of the hidden layer `simple_rnn` consist of vector passed by the input layer, followed by its own output from the previous time step.\n", + "\n", + "Now let’s do a simple experiment to see how the layers from a SimpleRNN and Dense layer produce an output. Keep this figure in view.\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TcxvQPo1hYip" + }, + "source": [ + "We’ll input x for three time steps and let the network generate an output. The values of the hidden units at time steps 1, 2 and 3 will be computed. $h(0)$ is initialized to the zero vector. The output $o(3)$ is computed from $h(3)$ and $w(3)$. An activation function is linear, $f(x)=x$, so the update of $h(k)$ and the output $o(k)$ are given by\n", + "\\begin{align*}\n", + "h\\left( 0\\right) = &0 \\\\\n", + "h\\left( k+1\\right) =& \n", + "x\\left( k\\right) w_{x}\n", + " +h(k) w_{h} + b_{h}\\\\\n", + "o(k+1)=& h(k+1)w_{y} + b_y\n", + "\\end{align*}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "fqL5TEfpml7q" + }, + "outputs": [], + "source": [ + "# Reshape the input to sample_size x time_steps x features \n", + "samples=4 # number of samples\n", + "x = tf.reshape(tf.range(samples*timesteps*features),[samples,timesteps,features]) \n", + "print('test input x=',x)\n", + "print('model.predict start')\n", + "y_pred_model = demo_model.predict(x)\n", + "print('model.predict end')\n", + "\n", + "o3=np.zeros([samples,1])\n", + "for i in range(samples):\n", + " h_0 = np.zeros(hidden)\n", + " h_1 = np.dot(x[i,0,:], wx) + np.dot(h_0,wh) + bh\n", + " h_2 = np.dot(x[i,1,:], wx) + np.dot(h_1,wh) + bh\n", + " h_3 = np.dot(x[i,2,:], wx) + np.dot(h_2,wh) + bh\n", + " o3[i,0] = np.dot(h_3, wy) + by\n", + "#print('h1 = ', h_1,'h2 = ', h_2,'h3 = ', h_3)\n", + "\n", + "print(\"Prediction from network \", y_pred_model)\n", + "print(\"Prediction from our computation \", o3)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6qdqOFCvhQL1" + }, + "source": [ + "The result is the same." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AkyiGlZF0WrM" + }, + "source": [ + "#### Training and forecasting with the RNN" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "e265QFwlw22_" + }, + "source": [ + "We are given a sequence `x` of inputs size `[train_steps+forecast_steps,features]` and want to train a model so that at step `i` in `range(train_steps)`, the model returns close to `features[i,:]`. The trained model then returns for `i` in `range(train_steps,train_steps+forecast_steps)` a forecast `features[i,:]`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "owX7OTg-RnMA" + }, + "outputs": [], + "source": [ + "def staircase(x,y,timesteps,trainsteps,return_sequences=False):\n", + " # x [trainsteps+forecaststeps,features] all inputs\n", + " # y [trainsteps,outputs]\n", + " # timesteps: split x and y into samples length timesteps, shifted by 1\n", + " # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n", + " print('shape x = ',x.shape)\n", + " print('shape y = ',y.shape)\n", + " print('timesteps=',timesteps)\n", + " print('trainsteps=',trainsteps)\n", + " outputs = y.shape[1]\n", + " features = x.shape[1]\n", + " forecaststeps = x.shape[0]-trainsteps\n", + " samples = trainsteps-timesteps+1\n", + " print('staircase: samples=',samples,'timesteps=',timesteps,'features=',features)\n", + " x_train = np.empty([samples, timesteps, features])\n", + " print('return_sequences=',return_sequences)\n", + " if return_sequences:\n", + " print('returning all timesteps in a sample')\n", + " y_train = np.empty([samples, timesteps, outputs]) # all\n", + " for i in range(samples):\n", + " for k in range(timesteps):\n", + " for j in range(features):\n", + " x_train[i,k,j] = x[i+k,j]\n", + " for j in range(outputs):\n", + " y_train[i,k,j] = y[i+k,j]\n", + " else:\n", + " print('returning only the last timestep in a sample')\n", + " y_train = np.empty([samples, outputs])\n", + " for i in range(samples):\n", + " for j in range(features):\n", + " for k in range(timesteps):\n", + " x_train[i,k,j] = x[i+k,j]\n", + " for j in range(outputs):\n", + " y_train[i,j] = y[i+timesteps-1,j]\n", + "\n", + " return x_train, y_train" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "FzOotSFf-tPR" + }, + "outputs": [], + "source": [ + "def seq2batches(x,y,timesteps,trainsteps):\n", + " # x [trainsteps+forecaststeps,features] all inputs\n", + " # y [trainsteps,outputs]\n", + " # timesteps: split x and y into samples length timesteps, shifted by 1\n", + " # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n", + " print('shape x = ',x.shape)\n", + " print('shape y = ',y.shape)\n", + " print('timesteps=',timesteps)\n", + " print('trainsteps=',trainsteps)\n", + " outputs = y.shape[1]\n", + " features = x.shape[1]\n", + " samples= trainsteps - timesteps + 1\n", + " print('samples=',samples)\n", + " x_train = np.empty([samples, timesteps, features])\n", + " y_train = np.empty([samples, timesteps, outputs]) # only the last\n", + " print('samples=',samples,' timesteps=',timesteps,\n", + " ' features=',features,' outputs=',outputs)\n", + " for i in range(samples):\n", + " for k in range(timesteps):\n", + " for j in range(features):\n", + " x_train[i,k,j] = x[i+k,j]\n", + " for j in range(outputs):\n", + " y_train[i,k,j] = y[i+k,j] # return sequences\n", + " return x_train, y_train" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Kg7wSrkk-HrE" + }, + "outputs": [], + "source": [ + "print('test preprocessing for RNN')\n", + "trainsteps=5\n", + "features=1\n", + "outputs=1\n", + "timesteps=3\n", + "x = tf.reshape(tf.range(trainsteps*features),[trainsteps,features])\n", + "y = tf.reshape(tf.range(trainsteps*outputs),[trainsteps,outputs])\n", + "print('x=',x)\n", + "print('y=',y)\n", + "x_train, y_train = staircase(x,y,timesteps,trainsteps)\n", + "print('x_train=',x_train)\n", + "print('y_train=',y_train)\n", + "x_train, y_train = seq2batches(x,y,timesteps,trainsteps)\n", + "print('x_train=',x_train)\n", + "print('y_train=',y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "rHWxqARpSO_f" + }, + "outputs": [], + "source": [ + "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.01,process_noise=0.0,DeltaE=0.1) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "vfcxN9JCH5Ku" + }, + "outputs": [], + "source": [ + "scale=False\n", + "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n", + "Et = np.reshape(E,[E.shape[0],1])\n", + "datat = np.reshape(data,[data.shape[0],1])\n", + "if scale:\n", + " scalerx = MinMaxScaler()\n", + " scalerx.fit(Et)\n", + " Et = scalerx.transform(Et)\n", + " scalery = MinMaxScaler()\n", + " scalery.fit(datat)\n", + " datat = scalery.transform(datat)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PaHfJW7mSJE1" + }, + "outputs": [], + "source": [ + "def create_RNN_2(hidden_units, dense_units, activation, stateful=False, \n", + " batch_shape=None, input_shape=None, dense_layers=1,\n", + " rnn_layers=1,return_sequences=False,\n", + " initial_state=None):\n", + " if stateful:\n", + " inputs = tf.keras.Input(batch_shape=batch_shape)\n", + " else:\n", + " inputs = tf.keras.Input(shape=input_shape)\n", + " # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n", + " # inputs2 = K.print_tensor(inputs, message='inputs = ') # change allso inputs to inputs2 below, must be used\n", + " x = inputs\n", + " for i in range(rnn_layers):\n", + " x = tf.keras.layers.SimpleRNN(hidden_units,activation=activation[0],\n", + " stateful=stateful,return_sequences=return_sequences)(x\n", + " # ,initial_state=initial_state\n", + " )\n", + " # x = tf.keras.layers.Dense(hidden_units, activation=activation[1])(x)\n", + " for i in range(dense_layers):\n", + " x = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n", + " model = tf.keras.Model(inputs=inputs, outputs=x)\n", + " model.compile(loss='mean_squared_error', optimizer='adam')\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ZjJxHiEVL5sJ" + }, + "outputs": [], + "source": [ + "# split data\n", + "return_sequences=False\n", + "shift = 0.\n", + "print('shifting inputs by',shift)\n", + "x_train, y_train = staircase(Et+shift,datat+shift,timesteps=5,trainsteps=h2,\n", + " return_sequences=return_sequences)\n", + "print('x_train shape=',x_train.shape)\n", + "samples, timesteps, features = x_train.shape\n", + "print('y_train shape=',y_train.shape)\n", + "# the simplest model possible\n", + "activation=['linear','linear']\n", + "hidden_units=1\n", + "dense_units=1\n", + "dense_layers=1\n", + "features=1\n", + "hours=Et.shape[0]\n", + "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n", + "# print('initial state=',h0)\n", + "# statefull model version for traning\n", + "model_fit=create_RNN_2(hidden_units=hidden_units, \n", + " dense_units=dense_units, \n", + " batch_shape=(samples,timesteps,features),\n", + " stateful=True,\n", + " return_sequences=return_sequences,\n", + " # initial_state=h0,\n", + " activation=activation,\n", + " dense_layers=dense_layers)\n", + "# same model stateless for prediction on the entire dataset - to start onlg\n", + "# the real application will switch to prediction after training data end\n", + "# and start from the state there\n", + "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n", + "from keras.utils.vis_utils import plot_model\n", + "plot_model(model_fit, to_file='model_plot.png', \n", + " show_shapes=True, show_layer_names=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ipX9EJqz17Lr" + }, + "outputs": [], + "source": [ + "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units, \n", + " input_shape=(hours,features),stateful = False,\n", + " return_sequences=True,\n", + " activation=activation,dense_layers=dense_layers)\n", + "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n", + "# activation=['linear', 'linear'])\n", + "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n", + "print(model_predict.summary())\n", + "from keras.utils.vis_utils import plot_model\n", + "plot_model(model_predict, to_file='model_plot.png', \n", + " show_shapes=True, show_layer_names=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "dE0OHg0tGVE9" + }, + "outputs": [], + "source": [ + "# fitting\n", + "w_exact= [np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.*DeltaE])]\n", + "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([0.*DeltaE])]\n", + "model_fit.set_weights(w_initial)\n", + "model_fit.fit(x_train, y_train, epochs=1000, verbose=0,batch_size=samples)\n", + "w_fitted=model_fit.get_weights()\n", + "for i in range(len(w)):\n", + " print('weight',i,' exact:',w_exact[i],': initial:',w_initial[i],' fitted:',w_fitted[i])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "-T8lCS6nBHCj" + }, + "outputs": [], + "source": [ + "def model_eval(w,title):\n", + " # prediction on the entire dataset from zero state\n", + " model_predict.set_weights(w)\n", + " hours=Et.shape[0]\n", + " print('Et.shape=',Et.shape,'hours=',hours)\n", + " x_input=np.reshape(Et,(1, hours, 1))\n", + " y_output = model_predict.predict(x_input)\n", + " print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n", + " m = np.reshape(y_output,hours) - shift\n", + " print('weights=',w)\n", + " if scale:\n", + " print('scaling')\n", + " m = scalery.inverse_transform(m)\n", + " m = np.reshape(m,hours)\n", + " plot_m(m,title=title)\n", + " return m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "R2jkoZlAIaSb" + }, + "outputs": [], + "source": [ + "m_fitted=model_eval(w_fitted,'RNN prediction with fitted weights')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "bO1ewTj9gGvg" + }, + "outputs": [], + "source": [ + "m_exact=model_eval(w_exact,'RNN prediction with exact weights')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "henChC0cmbuy" + }, + "outputs": [], + "source": [ + "m_initial=model_eval(w_initial,'RNN prediction with initial weights')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PZw7DNQD4Inr" + }, + "outputs": [], + "source": [ + "out = np.empty((hours,1))\n", + "w=w_exact\n", + "h=0\n", + "for i in range(Et.shape[0]):\n", + " h=np.dot(Et[i,0],w[0])+np.dot(h,w[1]) + w[2]\n", + " out[i]=np.dot(h,w[3]) + w[4]\n", + "if scale:\n", + " print('scaling')\n", + " out = scalery.inverse_transform(out)\n", + "out=np.reshape(out,hours)\n", + "print('max abs diff',np.max(np.abs(m_exact-out)))\n", + "plot_m(out,title='Hand computed RNN prediction with exact weights')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6uXVJj9koGF2" + }, + "source": [ + "### 3.2 Acquisition and preprocessing of real data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "glIkYrvdhXo6" + }, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZUluRmF9tqko" + }, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "q3BpOBuzc91i" + }, + "source": [ + "Data assimilation for fuel moisture from Remote Automated Weather Stations (RAWS) was developed in Vejmelka et al. (2016). First, they use regression from all RAWS in a given area to extend the data spatially from RAWS to a grid in the whole area, then they run the extended Kalman filter at each grid node. Here, we are interested in a simplified problem: estimate future fuel moisture at a single RAWS location from weather data. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "c8Y6bL1Yc91i" + }, + "source": [ + "#### 3.2.1 Acquisition of fuel moisture observations" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0CuXyWBFc91i" + }, + "source": [ + "We try to load the data from a saved file first. If that fails, retrieve the fuel moisture data from sensors on weather stations in the Mesowest network. Get all stations with fuel moisture data in a spatial box within one hour, then pick one station and retrieve the whole time series." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "LFrlbbMmc91i" + }, + "outputs": [], + "source": [ + "import json\n", + "jfile = 'raws.json'; vars='fuel_moisture'; case = 1\n", + "# jfile = 'raws2.json'; vars='fuel_moisture,precip_accum_one_hour'; case = 2\n", + "def json_w(j,f):\n", + " print('writing json file',f)\n", + " json.dump(j,open(f,'w'),indent=4)\n", + "try:\n", + " #! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/raws.json\n", + " j = json.load(open(jfile,'r'))\n", + " print('loaded from ',jfile)\n", + " # Take the first station in the boulding box that has data between time_start and time_s2.\n", + " # Then retrieve data for that station between time_start and time_end\n", + " time_start = j['time_start'] # start of data time series\n", + " # time_s2 = j['time_s2'] # end of segment to read coordinates\n", + " time_end = j['time_end'] # end of data time series\n", + " meso_ts = j['meso_ts'] # get meso observations time series\n", + " obs_lon = j['obs_lon'] # where we retrieved observations\n", + " obs_lat = j['obs_lat']\n", + "except:\n", + " print(\"can't read\",jfile,', creating')\n", + " # set up bounds\n", + " time_start = \"201806010800\" # June 1 2018 08:00 in format yyyymmddHHMM\n", + " time_s2 = \"201806010900\" # June 1 2018 09:00 in format yyyymmddHHMM \n", + " time_end = \"201907200900\" # June 20 2018 09:00 in format yyyymmddHHMM \n", + " #time_start= \"201810230100\"\n", + " #time_s2= \"201810230300\"\n", + " #time_end = \"201806022300\"\n", + " !pip install MesoPy\n", + " from MesoPy import Meso\n", + " bounding_box = \"-115, 38, -110, 40\" # min longtitude, latitude\n", + " meso_token=\"b40cb52cbdef43ef81329b84e8fd874f\" # you should get your own if you do more of this\n", + " m = Meso(meso_token)# create a Meso object\n", + " print('reading MesoWest fuel moisture data')\n", + " json_w(m.variables(),'variables.json')\n", + " meso_obss = m.timeseries(time_start, time_s2, bbox=bounding_box, \n", + " showemptystations = '0', vars=vars) # ask the object for data\n", + " json_w(meso_obss,'meso_obss.json') \n", + " # pick one station and retrieve the whole time series.\n", + " station=meso_obss['STATION'][0]\n", + " json_w(station,'station.json')\n", + " lon,lat = (float(station['LONGITUDE']),float(station['LATITUDE']))\n", + " print(station['NAME'],'station',station['STID'],'at',lon,lat)\n", + " e = 0.01 # tolerance\n", + " bb = '%s, %s, %s, %s' % (lon - e, lat - e, lon + e, lat + e)\n", + " print('bounding box',bb)\n", + " meso_ts = m.timeseries(time_start, time_end, bbox=bb, showemptystations = '0', vars=vars) # ask the object for data\n", + " json_w(meso_ts,'meso_ts.json') \n", + " obs_lon, obs_lat = (lon, lat) # remember station coordinates for later\n", + " j={'time_start':time_start,'time_s2':time_s2,'time_end':time_end,\n", + " 'meso_ts':meso_ts,'obs_lon':obs_lon,'obs_lat':obs_lat}\n", + " json_w(j,jfile)\n", + " print('done')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "3bXopS3btyz0", + "scrolled": true + }, + "outputs": [], + "source": [ + "# process the data retrieved for this station\n", + "# print(json.dumps(meso_ts['STATION'][0], indent=4))\n", + "from datetime import datetime, timedelta, time\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pytz\n", + "station = meso_ts['STATION'][0]\n", + "time_str = station['OBSERVATIONS']['date_time']\n", + "obs_time = [datetime.strptime(t, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=pytz.UTC) for t in time_str]\n", + "start_time = obs_time[0].replace(minute=0) # remember obs_time and start_time for later\n", + "end_time = obs_time[-1]\n", + "obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture_set_1\"])\n", + "# obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture\"])\n", + "# display the data retrieved\n", + "#for o_time,o_data in zip (obs_time,obs_data):\n", + "# print(o_time,o_data)\n", + "%matplotlib inline\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(obs_data,linestyle='-',c='k',label='10-h fuel data')\n", + "plt.title(station['STID'] + ' 10 h fuel moisture data')\n", + "plt.xlabel('Time (hours)') \n", + "plt.ylabel('Fuel moisture content (%)')\n", + "plt.legend()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "lJQFB4rAYu9P" + }, + "outputs": [], + "source": [ + "# %debug" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "F7bvUGx993Ae" + }, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pY4hPeATK9wZ" + }, + "source": [ + "#### 3.2.2 Acquisition of weather data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xhyjXqxVN6B2" + }, + "source": [ + "Our weather data are results from atmospheric models, with assimilated observations from weather stations, satellites, radars, etc. The models can be run in reanalysis mode (for the past, with data for the period modeled) or in forecast mode (for the future, with only past data assimilated - because future data are not here yet). We use the Real-Time Mesoscale Analysis ([RTMA](https://www.nco.ncep.noaa.gov/pmb/products/rtma/)) interpolated to the RAWS location. RTMA is a real-time product, posted hourly, and available only for few days in the past. We have our own collection of selected RAWS data over past few years, obtained as a side effect of running the fuel moisture modeling software [WRFXPY](https://github.com/openwfm/wrfxpy).\n", + "\n", + "First try to read the data already extracted for this RAWS and staged for download." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "WlqJRP8Vc91o" + }, + "outputs": [], + "source": [ + "import json\n", + "jfile = 'rtma.json'\n", + "try:\n", + " ! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n", + " j = json.load(open(jfile,'r'))\n", + " print('loaded from ',jfile)\n", + " if j['obs_lat']!=obs_lat or j['obs_lon']!=obs_lon:\n", + " print('lon lat doesnot agree, need to load original RTMA files')\n", + " read_rtma=True\n", + " else:\n", + " read_rtma=False\n", + "except:\n", + " print(\"can't read\",jfile,', creating')\n", + " read_rtma=True\n", + "\n", + "print('')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "THI6gElyHOOc" + }, + "source": [ + "Next, functions to get the files, open as grib, and interpolate to the station coordinates" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2iBNHQg5hPxB" + }, + "source": [ + "####Note: If read_rtma==True, the notebook will say it crashed when run the first time. This is because it needs to install different version of some python packages and restart runtime. Simply run it again." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "mxZABVDxt0gd" + }, + "outputs": [], + "source": [ + "# Set up environment to read RTMA gribs\n", + "# we will need current numpy for pygrib - needed on Colab, tensorflow is using numpy 1.19\\\n", + "if read_rtma:\n", + " import subprocess,os\n", + " def load_rtma(path,file,reload=0):\n", + " url='http://math.ucdenver.edu/~jmandel/rtma/' + path \n", + " if os.path.exists(file):\n", + " if reload:\n", + " print(file + ' already exists, removing')\n", + " os.remove(file)\n", + " else:\n", + " print(file + ' already exists, exiting')\n", + " # add checking size here\n", + " return 0\n", + " try:\n", + " ret = subprocess.check_output(['wget','--no-clobber','--output-document='+ file, url,],stderr=subprocess.STDOUT).decode() # execute command from python strings\n", + " if os.path.exists(file):\n", + " print('loaded ' + url + ' as ' + file)\n", + " return 0\n", + " else: \n", + " print('file transfer completed, but the file is missing? ' + url) \n", + " return 1\n", + " except:\n", + " print('file transfer failed: ' + url)\n", + " return 2\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dQ-uJI2sy6I3" + }, + "source": [ + "Create a function to transfer RTMA files in GRIB2 format from the stash. The function returns zero if the file transfer succeeded. If the file is not available, it returns a nonzero value. Note: if needed, maybe in future add more sophisticated checks, check the return code of wget and if the file size is correct." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PL3gxK67AlBI" + }, + "outputs": [], + "source": [ + "if read_rtma:\n", + " def rtma_grib(t,var):\n", + " tpath = '%4i%02i%02i/%02i' % (t.year, t.month, t.day, t.hour) # remote path on server\n", + " tstr = '%4i%02i%02i%02i_' % (t.year, t.month, t.day, t.hour) # time string for local path\n", + " gribfile = os.path.join('data',tstr + var + '.grib')\n", + " remote = tpath + '/' + var + '.grib'\n", + " if load_rtma(remote,gribfile):\n", + " print('cannot load remote file',remote,'as',gribfile)\n", + " return []\n", + " else:\n", + " try:\n", + " gf=GribFile(gribfile)\n", + " v = np.array(gf[1].values())\n", + " except:\n", + " print('cannot read grib file',gribfile)\n", + " return []\n", + " print('loaded ',gribfile,' containing array shape ',v.shape)\n", + " return gf[1] # grib message\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "OY1oTYKlfd17" + }, + "outputs": [], + "source": [ + "if read_rtma:\n", + " times = pd.date_range(start=time_start,end=time_end,freq='1H')\n", + " varnames=['temp','td','precipa']\n", + " j = read_interp_rtma(varnames,times,obs_lat,obs_lon) # temperature\n", + " for varname in varnames:\n", + " j[varname]=j[varname].tolist() \n", + " j['obs_lat']=obs_lat\n", + " j['obs_lon']=obs_lon\n", + " json.dump(j,open('rtma.json','w'),indent=4)\n", + " print('done')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ccp10kurAlBI" + }, + "outputs": [], + "source": [ + "from scipy.interpolate import LinearNDInterpolator, interpn\n", + "from scipy.optimize import root\n", + "def interp_to_lat_lon_slow(lats,lons,v,lat,lon): \n", + " # on mesh with coordinates lats and lons interpolate v to given lat lon\n", + " interp=LinearNDInterpolator(list(zip(lats.flatten(),lons.flatten())),v.flatten())\n", + " return interp(lat,lon)\n", + "def interp_to_lat_lon(lats,lons,v,lat,lon):\n", + " # on mesh with coordinates lats and lons interpolate v to given lat lon\n", + " points=(np.array(range(lats.shape[0]),float),np.array(range(lats.shape[1]),float)) # uniform mesh\n", + " def res(ij): # interpolation of lons lats on the uniform mesh, to noninteger coordinates \n", + " return np.hstack((interpn(points,lats,ij)-lat, interpn(points,lons,ij)-lon))\n", + " # solve for xi,xj such that lats(xi,xj)=lat lons(xi,xj)=lon, then interpolate to (xi, xj) on uniform grid \n", + " result = root(res,(0,0)) # solve res(ij) = 0\n", + " if not result.success:\n", + " print(result.message)\n", + " exit(1)\n", + " return interpn(points,v,result.x) \n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jvnpq6S5AlBI" + }, + "source": [ + "The interpolation function needs to be tested." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "NVMJBYI7AlBI" + }, + "outputs": [], + "source": [ + "def interp_to_lat_lon_test(lats,lons):\n", + " print('testing interp_to_lat_lon')\n", + " vx, vy = np.meshgrid(range(lats.shape[0]),range(lats.shape[1]),indexing='ij')\n", + " i, j = (1,2)\n", + " lat,lon = ((lats[i,j]+lats[i+1,j+1])/2,(lons[i,j]+lons[i+1,j+1])/2)\n", + " vi = interp_to_lat_lon(lats,lons,vx,lat,lon)\n", + " vj = interp_to_lat_lon(lats,lons,vy,lat,lon)\n", + " print(vi,vj,'should be about',i+0.5,j+0.5)\n", + " test_slow = 0\n", + " if test_slow:\n", + " print('Testing against the standard slow method scipy.interpolate.LinearNDInterpolator. Please wait...')\n", + " vi_slow = interp_to_lat_lon_slow(lats,lons,vx,lat,lon)\n", + " print(vi_slow)\n", + " vj_slow = interp_to_lat_lon_slow(lats,lons,vy,lat,lon)\n", + " print(vj_slow)\n", + " \n", + "#gf = rtma_grib(start_time,'temp') # read the first grib file and use it to test interpolation\n", + "#lats, lons = gf.latlons()\n", + "#interp_to_lat_lon_test(lats,lons)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "vt-Mk8fIc91m" + }, + "outputs": [], + "source": [ + "#%debug\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LQbWB_3GAlBI" + }, + "source": [ + "Now we are ready for a function to read the RTMA files and interpolate to the station coordinates" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "b3JJH3XPAlBI" + }, + "outputs": [], + "source": [ + "if read_rtma:\n", + " import pandas as pd, json\n", + " def read_interp_rtma(varnames,times,lat,lon):\n", + " # read RTMA from start_time to end_time and interpolate to obs_lat obs_lon\n", + " ntimes = len(times)\n", + " time_str = 'time_str'\n", + " j={time_str:times.strftime('%Y-%m-%d %H:%M').tolist()}\n", + " for varname in varnames:\n", + " j[varname]=np.full(ntimes,np.nan) # initialize array of nans as list\n", + " n=0\n", + " for t in times:\n", + " tim=t.strftime('%Y-%m-%d %H:%M')\n", + " should_be = j[time_str][n]\n", + " if tim != should_be:\n", + " print('n=',n,'time',tim,'expected',should_be)\n", + " raise 'Invalid time' \n", + " for varname in varnames:\n", + " gf = rtma_grib(t,varname) # read and create grib object, download if needed\n", + " if gf:\n", + " lats,lons = gf.latlons() # coordinates\n", + " v = gf.values()\n", + " vi=interp_to_lat_lon(lats,lons,v,lat,lon) # append to array\n", + " print(varname,'at',t,'interpolated to',lat,lon,' value ',vi)\n", + " j[varname][n] = vi\n", + " else:\n", + " print(varname,'at',t,' could not be loaded')\n", + " n = n+1\n", + " return j" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "bMpYIZT6c91o" + }, + "outputs": [], + "source": [ + "# %debug\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KVXBjGA0CiXr" + }, + "source": [ + "#### 3.2.3 Preprocessing and visualization of the weather data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "fNA3Vbo1c91o" + }, + "outputs": [], + "source": [ + "rtma = j\n", + "td = np.array(rtma['td'])\n", + "t2 = np.array(rtma['temp'])\n", + "rain=np.array(rtma['precipa'])\n", + "# compute relative humidity\n", + "rh = 100*np.exp(17.625*243.04*(td - t2) / (243.04 + t2 - 273.15) / (243.0 + td - 273.15))\n", + "Ed = 0.924*rh**0.679 + 0.000499*np.exp(0.1*rh) + 0.18*(21.1 + 273.15 - t2)*(1 - np.exp(-0.115*rh))\n", + "Ew = 0.618*rh**0.753 + 0.000454*np.exp(0.1*rh) + 0.18*(21.1 + 273.15 - t2)*(1 - np.exp(-0.115*rh))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tZIK59bJAlBJ" + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(t2,linestyle='-',c='k',label='Temperature')\n", + "plt.title(station['STID'] + ' Temperature')\n", + "plt.xlabel('Time (hours)') \n", + "plt.ylabel('Temperature (K)')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "LbyqcuXYAlBJ" + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(td,linestyle='-',c='k',label='Dew point')\n", + "plt.title(station['STID'] + ' Dew point (K)')\n", + "plt.xlabel('Time (hours)') \n", + "plt.ylabel('Dew point (K)')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "dfoOK2kSc91p" + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(rh,linestyle='-',c='k',label='Dew point')\n", + "plt.title(station['STID'] + ' relative humidity')\n", + "plt.xlabel('Time (hours)') \n", + "plt.ylabel('Relative humidity (%)')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "MWTJ5b2kc91p" + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(Ed,linestyle='-',c='r',label='drying equilibrium')\n", + "plt.plot(Ew,linestyle=':',c='b',label='wetting equilibrium')\n", + "plt.title(station['STID'] + ' drying and wetting equilibria')\n", + "plt.xlabel('Time (hours)') \n", + "plt.ylabel('Fuel moisture contents (%)')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jY3_eeBRc91p" + }, + "source": [ + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PQKSRvRSAlBJ" + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n", + "plt.title(station['STID'] + ' Precipitation' )\n", + "plt.xlabel('Time (hours)') \n", + "plt.ylabel('Precipitation (mm/hour)')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Dwbt4UXfro5x" + }, + "outputs": [], + "source": [ + "print(rain[1900:2000])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_yRu_7WvHc6P" + }, + "source": [ + "Precipitation from RTMA is in kg/m${}^2$. 1m water depth over 1m${}^2$ is 1m${}^3$ with mass 1000 kg thus 1 kg/m${}^2$ is the same as 1 mm of precipitation. RTMA values are accumulations over 1 h so these are values in mm/h. So 9999 mm/h = 10m/h makes no sense. Replace anything over 1m/h by nan and try again." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "XPYO_Iuvc91q" + }, + "outputs": [], + "source": [ + "rain[rain > 1000] = np.NaN" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "GYWTfbBBc91q", + "scrolled": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n", + "plt.title(station['STID'] + ' Precipitation' )\n", + "plt.xlabel('Time (hours)') \n", + "plt.ylabel('Precipitation (mm/hour)')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Q_L0R2Njc91q" + }, + "source": [ + "Fix some missing data, then we can use the data for up to 1942 hours until a biger gap." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "_tkU7UJic91q" + }, + "outputs": [], + "source": [ + "# fix isolated nans\n", + "def fixnan(a,n):\n", + " for c in range(n):\n", + " for i in np.where(np.isnan(a)):\n", + " a[i]=0.5*(a[i-1]+a[i+1])\n", + " if not any(np.isnan(a)):\n", + " break\n", + " return a\n", + "\n", + "rain=fixnan(rain,2)\n", + "t2=fixnan(t2,2)\n", + "rh=fixnan(rh,2)\n", + "obs_data=fixnan(obs_data,2)\n", + "Ed=fixnan(Ed,2)\n", + "Ew=fixnan(Ew,2)\n", + "\n", + "print(np.where(np.isnan(rain)))\n", + "print(np.where(np.isnan(t2)))\n", + "print(np.where(np.isnan(rh)))\n", + "print(np.where(np.isnan(obs_data)))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XqQYnyI9DIy1" + }, + "source": [ + "## 4 Results" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2tIC_Tqnc91r" + }, + "source": [ + "### 4.1 Kalman filter with fuel moisture observations, followed by forecasting\n", + "We run the model first with Kalman filter for 150 hours. The observations are the RAWS data\n", + "After 150 hours, we run in forecast mode - the RAWS data are no longer used, and we run the model from the weather data without the Kalman filter. The weather data are taken to be RTMA interpolated to one RAWS location.\n", + "In a real forecasting application, the model would be run from weather forecast rather than data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "aXnSQM7wc91r" + }, + "outputs": [], + "source": [ + "# run KF on an initial data seqment\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt \n", + "\n", + "hours=1200 # total simulation\n", + "h2 = 300\n", + "m = np.zeros(hours) # preallocate\n", + "m[0]= obs_data[0] # initial state \n", + "P = np.zeros(hours)\n", + "P[0] = 1e-3 # background state variance\n", + "H = np.array([1.]) # all oQ = np.array([0.02]) # process noise variancebserved\n", + "Q = np.array([1e-3]) # process noise variance\n", + "R = np.array([1e-3]) # data variance\n", + "for t in range(hours-1):\n", + " # using lambda construction to pass additional arguments to the model \n", + " if t < h2 and not np.isnan(obs_data[t]) and not np.isnan(Ew[t]) and not np.isnan(rain[t]): # advance model and run KF\n", + " m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_moisture(u,Ed[t],Ew[t],rain[t],t,partials=1),Q,\n", + " d=obs_data[t],H=H,R=R)\n", + " else: # just advance to next hour, no process noise\n", + " m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_moisture(u,Ed[t],Ew[t],rain[t],t,partials=1),Q*0.0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "peMi-OF3c91r", + "scrolled": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(Ed[:hours],linestyle='--',c='r',label='Drying Equilibrium')\n", + "plt.plot(Ew[:hours],linestyle='--',c='b',label='Wetting Equilibrium')\n", + "plt.plot(obs_data[:hours],linestyle=':',c='k',label='RAWS data')\n", + "plt.plot(m[:h2],linestyle='-',c='k',label='filtered')\n", + "plt.plot(range(h2,hours),m[h2:hours],linestyle='-',c='r',label='forecast')\n", + "plt.title(station['STID'] + ' Kalman filtering and forecast with real data')\n", + "plt.xlabel('Time (hours)') \n", + "plt.ylabel('Fuel moisture content (%)')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3TnwXYcLc91r" + }, + "source": [ + "Clearly, there is a problem - the forecast fuel moisture is too high. We need to assimilate also some parameters of the model, not just its output state. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8SuVNg8TsW4d" + }, + "source": [ + "### 4.3 Kalman filter on the augmented model" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FYAbWNCfk2wD" + }, + "source": [ + "Run augmented filter and plot the result:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Q3NHr3oBsDg6" + }, + "outputs": [], + "source": [ + "m,Ec = run_augmented_kf(obs_data,Ed,Ew,rain,h2,hours) # extract from state" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "hlkby_oTlB_f" + }, + "outputs": [], + "source": [ + "title = station['STID'] +' Kalman filtering and forecast with augmented state, real data. Training 0:%i hmax' % h2\n", + "def plot_moisture(hmin,hmax):\n", + " print('training from 0 to',h2,'plot from',hmin,'to',hmax)\n", + " plt.figure(figsize=(16,4))\n", + " plt.plot(range(hmin,hmax),Ed[hmin:hmax],linestyle='--',c='r',label='Drying Equilibrium (%)')\n", + " plt.plot(range(hmin,hmax),Ew[hmin:hmax],linestyle='--',c='b',label='Wetting Equilibrium (%)')\n", + " plt.plot(range(hmin,hmax),Ec[hmin:hmax],linestyle='--',c='g',label='Equilibrium Correction (%)')\n", + " plt.plot(range(hmin,hmax),m[hmin:hmax],linestyle='-',c='k',label='filtered')\n", + " plt.plot(range(hmin,hmax),obs_data[hmin:hmax],linestyle='-',c='b',label='RAWS data (%)')\n", + " plt.plot(range(hmin,hmax),rain[hmin:hmax],linestyle='-',c='b',label='RTMA rain (mm/h)')\n", + " plt.title(title)\n", + " if hmin>=h2:\n", + " plt.plot(m[hmin:h2],linestyle='-',c='k',label='Filtered')\n", + " h1 = np.maximum(hmin,h2)\n", + " plt.plot(range(h1,hmax),m[h1:hmax],linestyle='-',c='r',label='Forecast (%)')\n", + " plt.xlabel('Time (hours)') \n", + " plt.ylabel('Fuel moisture content (%)')\n", + " plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def to_json(dic,filename):\n", + " new={}\n", + " for i in dic:\n", + " try:\n", + " new[i]=dic[i].tolist() # because ndarray is not serializable\n", + " except:\n", + " new[i]=dic[i]\n", + " # print('i',type(new[i]))\n", + " json.dump(new,open(filename,'w'),indent=4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "kf_orig={'title':title,'hour':h,'h2':h2,'Ed':Ed,'Ew':Ew,'Ec':Ec,'rain':rain,\n", + " 'fm':obs_data,'m':m}\n", + "to_json(kf_orig,'kf_orig.json')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "q-h5omKgnow2" + }, + "outputs": [], + "source": [ + "plot_moisture(0,hours)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0w0YtHtqnza5" + }, + "source": [ + "A detailed view of transition from training to forecast:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "B7sXGUotc91s" + }, + "outputs": [], + "source": [ + "plot_moisture(0,600)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "xy7sIs0z_Kk6" + }, + "outputs": [], + "source": [ + "plot_moisture(300,500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "y-C6IRFVxGUR" + }, + "outputs": [], + "source": [ + "plot_moisture(300,800)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "TvlCtT0X2ejp" + }, + "outputs": [], + "source": [ + "plot_moisture(800,1200)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7W03QTo3c91t" + }, + "source": [ + "Filtering by extended Kalman filter using RAWS data until 150 hours, then forecasting mode - running the model from interpolated RTMA only. For the first 60 hours the forecast is good, the equilibium correction made the model quite close to data. But then the big spike in equilibrium moisture around 230 hours attracted the solution, and it took a while for it to get back. The spike in the RAWS measurement is there but much smaller. The model becomes inaccurate during periods when the fuel moisture equilibrium is large.\n", + "\n", + "Possible reasons include: 1. There was something in the data we do not know about - maybe it rained but RTMA did not tell us. Try comparing with data from the RAWS itself? 2. The model is too simple, assumes the whole depth of the wood stick is wetting and drying at the same time. Perhaps the moisture got stored in the inside layers of the measurement stick. Try a two-layer model as in van der Kamp (2017) and make the state larger? " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "owEI4EtTo7Ek" + }, + "source": [ + "A detailed view of rain episode:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "C_hoDjgtpMEJ" + }, + "outputs": [], + "source": [ + "plot_moisture(900,1100)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DRraWhwdpSkV" + }, + "source": [ + "It seems there is some rain that the model does not know about." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1STfnlT40rPX" + }, + "source": [ + "## RNN for real data, no rain yet" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3cwY43iSnQ0t" + }, + "source": [ + "#### Linear modeling by RELU - potential for generalization" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "MotzNBvOnFvC" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "def RELU(x):\n", + " if x>0. :\n", + " return x\n", + " else:\n", + " return 0.\n", + "\n", + "# network computing z = a*x1 + b*x2 with offset c\n", + "def linrelu(x,a,b,c):\n", + " y = np.dot(np.array([[a, b], [-a, -b] ]), x) + np.array([c, -c])\n", + " y[0]=RELU(y[0])\n", + " y[1]=RELU(y[1])\n", + " return(np.dot([1,-1],y))-c\n", + "x = [1,2]\n", + "a = 2\n", + "b = 4\n", + "c = 3\n", + "print(a*x[0]+b*x[1])\n", + "linrelu(x,a,b,c)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-p6dcLua_udD" + }, + "source": [ + "### Basic RNN on real data " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gSmbDPZIHbTr" + }, + "source": [ + "Try with E average between drying and wetting" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ymhNMZkoHfCl" + }, + "outputs": [], + "source": [ + "E = (Ed + Ew)/2\n", + "print(Ed.shape,Ew.shape,rain.shape)\n", + "first_rain=np.nonzero(rain>0)[0][0]\n", + "print(first_rain)\n", + "hours=first_rain\n", + "E=E[:hours]\n", + "data=obs_data[:hours]\n", + "scale=False\n", + "\n", + "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n", + "Et = np.reshape(E,[E.shape[0],1])\n", + "datat = np.reshape(data,[data.shape[0],1])\n", + "if scale:\n", + " scalerx = MinMaxScaler()\n", + " scalerx.fit(Et)\n", + " Et = scalerx.transform(Et)\n", + " scalery = MinMaxScaler()\n", + " scalery.fit(datat)\n", + " datat = scalery.transform(datat)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DPcxv85XILdn" + }, + "source": [ + "Create the model again" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "gEkbHZSqIOq1" + }, + "outputs": [], + "source": [ + "# split data\n", + "return_sequences=False\n", + "x_train, y_train = staircase(Et,datat,timesteps=5,trainsteps=h2,\n", + " return_sequences=return_sequences)\n", + "print('x_train shape=',x_train.shape)\n", + "samples, timesteps, features = x_train.shape\n", + "print('y_train shape=',y_train.shape)\n", + "# the simplest model possible\n", + "activation=['linear','linear']\n", + "hidden_units=3\n", + "dense_units=1\n", + "dense_layers=1\n", + "features=1\n", + "hours=Et.shape[0]\n", + "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n", + "# print('initial state=',h0)\n", + "# statefull model version for traning\n", + "model_fit=create_RNN_2(hidden_units=hidden_units, \n", + " dense_units=dense_units, \n", + " batch_shape=(samples,timesteps,features),\n", + " stateful=True,\n", + " return_sequences=return_sequences,\n", + " # initial_state=h0,\n", + " activation=activation,\n", + " dense_layers=dense_layers)\n", + "# same model stateless for prediction on the entire dataset - to start onlg\n", + "# the real application will switch to prediction after training data end\n", + "# and start from the state there\n", + "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n", + "from keras.utils.vis_utils import plot_model\n", + "plot_model(model_fit, to_file='model_plot.png', \n", + " show_shapes=True, show_layer_names=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "jtFJQu33NqfL" + }, + "outputs": [], + "source": [ + "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units, \n", + " input_shape=(hours,features),stateful = False,\n", + " return_sequences=True,\n", + " activation=activation,dense_layers=dense_layers)\n", + "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n", + "# activation=['linear', 'linear'])\n", + "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n", + "print(model_predict.summary())\n", + "from keras.utils.vis_utils import plot_model\n", + "plot_model(model_predict, to_file='model_plot.png', \n", + " show_shapes=True, show_layer_names=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "wuxh5pq0OMSa" + }, + "outputs": [], + "source": [ + "# fitting\n", + "DeltaE = 0\n", + "w_exact= [np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.*DeltaE])]\n", + "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.0])]\n", + "w=model_fit.get_weights()\n", + "for i in range(len(w)):\n", + " print('weight',i,'shape',w[i].shape,'ndim',w[i].ndim,'given',w_initial[i].shape)\n", + " for j in range(w[i].shape[0]):\n", + " if w[i].ndim==2:\n", + " for k in range(w[i].shape[1]):\n", + " w[i][j][k]=w_initial[i][0][0]/w[i].shape[0]\n", + " else:\n", + " w[i][j]=w_initial[i][0]\n", + "model_fit.set_weights(w)\n", + "model_fit.fit(x_train, y_train, epochs=5000, verbose=0,batch_size=samples)\n", + "w_fitted=model_fit.get_weights()\n", + "for i in range(len(w)):\n", + " print('weight',i,' exact:',w_exact[i],': initial:',w_initial[i],' fitted:',w_fitted[i])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "uJz1EgPyRTEH" + }, + "outputs": [], + "source": [ + "# evaluate model\n", + "model_predict.set_weights(w_fitted)\n", + "x_input=np.reshape(Et,(1, hours, 1))\n", + "y_output = model_predict.predict(x_input)\n", + "print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n", + "print(shift)\n", + "m = np.reshape(y_output,hours)\n", + "print('weights=',w)\n", + "if scale:\n", + " print('scaling')\n", + " m = scalery.inverse_transform(m)\n", + "m = np.reshape(m,hours)\n", + "hour=np.array(range(hours))\n", + "title=\"First RNN forecast\"\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n", + "# print(len(hour),len(m_f))\n", + "plt.scatter(hour,data,c='b',label='data=10-h fuel data')\n", + "if m is not None:\n", + " plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n", + " plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n", + "plt.title(title) \n", + "plt.legend()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "VSwtgKPJPnH4" + }, + "outputs": [], + "source": [ + "# plot subinterval only\n", + "def plot_int(lb=0,ub=hours,title=\"RNN forecast\"):\n", + " hour=np.array(range(hours))\n", + " plt.figure(figsize=(16,4))\n", + " plt.plot(hour[lb:ub],E[lb:ub],linestyle='--',c='r',label='Equilibrium data')\n", + " # plt.scatter(hour[lb:ub],data[lb:ub],c='b',label='data=10-h fuel data')\n", + " plt.plot(hour[lb:ub],m[lb:ub],linestyle='-',c='b',label='data=10-h fuel data')\n", + " if lb <= h2:\n", + " ub1 = min(h2,ub)\n", + " plt.plot(hour[lb:ub1],m[lb:ub1],linestyle='-',c='k',label='filtered')\n", + " if ub >= h2:\n", + " lb1 = max(h2,lb)\n", + " plt.plot(hour[lb1:ub],m[lb1:ub],linestyle='-',c='r',label='forecast')\n", + " plt.title(title) \n", + " plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "vCjk9hZtkFym" + }, + "outputs": [], + "source": [ + "plot_int()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Sd3fDOnvmmdp" + }, + "outputs": [], + "source": [ + "plot_int(0,300)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "vHkc4KHdkAJp" + }, + "outputs": [], + "source": [ + "plot_int(300,500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Km5VWhcJlyvV" + }, + "outputs": [], + "source": [ + "plot_int(500,800)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TBayRudFcZWP" + }, + "source": [ + "Next step: two features - drying and wetting equilibria" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "SGbgxOm_kEc4" + }, + "outputs": [], + "source": [ + "print(Ed.shape,Ew.shape,rain.shape)\n", + "first_rain=np.nonzero(rain>0)[0][0]\n", + "print(first_rain)\n", + "hours=first_rain\n", + "Ed=Ed[:hours]\n", + "Ew=Ew[:hours]\n", + "h2 = 300\n", + "# print(Ed.shape,Ew.shape)\n", + "# (timesteps, features)\n", + "Et = np.vstack((Ed, Ew)).T\n", + "print(E.shape)\n", + "data=obs_data[:hours]\n", + "\n", + "scale=False\n", + "\n", + "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n", + "datat = np.reshape(data,[data.shape[0],1])\n", + "if scale:\n", + " scalerx = MinMaxScaler()\n", + " scalerx.fit(Et)\n", + " Et = scalerx.transform(Et)\n", + " scalery = MinMaxScaler()\n", + " scalery.fit(datat)\n", + " datat = scalery.transform(datat)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "b6aJAvBEkEBl" + }, + "outputs": [], + "source": [ + "# split data\n", + "return_sequences=False\n", + "x_train, y_train = staircase(Et,datat,timesteps=5,trainsteps=h2,\n", + " return_sequences=return_sequences)\n", + "print('x_train shape=',x_train.shape)\n", + "samples, timesteps, features = x_train.shape\n", + "print('y_train shape=',y_train.shape)\n", + "# the simplest model possible\n", + "activation=['linear','linear']\n", + "hidden_units=6\n", + "dense_units=1\n", + "dense_layers=1\n", + "features=Et.shape[1]\n", + "hours=Et.shape[0]\n", + "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n", + "# print('initial state=',h0)\n", + "# statefull model version for traning\n", + "model_fit=create_RNN_2(hidden_units=hidden_units, \n", + " dense_units=dense_units, \n", + " batch_shape=(samples,timesteps,features),\n", + " stateful=True,\n", + " return_sequences=return_sequences,\n", + " # initial_state=h0,\n", + " activation=activation,\n", + " dense_layers=dense_layers)\n", + "# same model stateless for prediction on the entire dataset - to start onlg\n", + "# the real application will switch to prediction after training data end\n", + "# and start from the state there\n", + "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n", + "from keras.utils.vis_utils import plot_model\n", + "plot_model(model_fit, to_file='model_plot.png', \n", + " show_shapes=True, show_layer_names=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ClBMYe8Lqr7P" + }, + "outputs": [], + "source": [ + "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units, \n", + " input_shape=(hours,features),stateful = False,\n", + " return_sequences=True,\n", + " activation=activation,dense_layers=dense_layers)\n", + "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n", + "# activation=['linear', 'linear'])\n", + "# print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n", + "print(model_predict.summary())\n", + "from keras.utils.vis_utils import plot_model\n", + "plot_model(model_predict, to_file='model_plot.png', \n", + " show_shapes=True, show_layer_names=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4U0kTEiksNZs" + }, + "outputs": [], + "source": [ + "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.0])]\n", + "w=model_fit.get_weights()\n", + "for i in range(len(w)):\n", + " print('weight',i,'shape',w[i].shape,'ndim',w[i].ndim,'given',w_initial[i].shape)\n", + " for j in range(w[i].shape[0]):\n", + " if w[i].ndim==2:\n", + " for k in range(w[i].shape[1]):\n", + " w[i][j][k]=w_initial[i][0][0]/w[i].shape[0]\n", + " else:\n", + " w[i][j]=w_initial[i][0]\n", + "model_fit.set_weights(w)\n", + "model_fit.fit(x_train, y_train, epochs=5000, verbose=0,batch_size=samples)\n", + "w_fitted=model_fit.get_weights()\n", + "for i in range(len(w)):\n", + " print('weight',i,' exact:',w_exact[i],': initial:',w_initial[i],' fitted:',w_fitted[i])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "o10lIOl4sndv" + }, + "outputs": [], + "source": [ + "# evaluate model\n", + "model_predict.set_weights(w_fitted)\n", + "x_input=np.reshape(Et,(1, hours, 2))\n", + "y_output = model_predict.predict(x_input)\n", + "print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n", + "print(shift)\n", + "m = np.reshape(y_output,hours)\n", + "print('weights=',w)\n", + "if scale:\n", + " print('scaling')\n", + " m = scalery.inverse_transform(m)\n", + "m = np.reshape(m,hours)\n", + "hour=np.array(range(hours))\n", + "title=\"First RNN forecast\"\n", + "plt.figure(figsize=(16,4))\n", + "plt.plot(hour,Ed,linestyle='--',c='r',label='Drying equilibrium')\n", + "plt.plot(hour,Ew,linestyle='--',c='b',label='Wetting equilibrium')\n", + "# print(len(hour),len(m_f))\n", + "plt.scatter(hour,data,c='b',label='data=10-h fuel data')\n", + "if m is not None:\n", + " plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n", + " plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n", + "plt.title(title) \n", + "plt.legend()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "rnn_orig={'title':'RNN fitting and prediction - original','hour':h,'h2':h2,'Ed':Ed,'Ew':Ew,'Ec':Ec,'rain':rain,\n", + " 'fm':obs_data,'m':m}\n", + "# 'w_exact':w_exact,'w_initial':w_initial,'w_fitted':w_fitted\n", + "to_json(rnn_orig,'rnn_orig.json')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "mrWioCJVuU-G" + }, + "outputs": [], + "source": [ + "# plot subinterval only\n", + "def plot_int(lb=0,ub=hours,title=\"RNN Prediction\"):\n", + " hour=np.array(range(hours))\n", + " plt.figure(figsize=(16,4))\n", + " plt.plot(hour[lb:ub],Ed[lb:ub],linestyle='--',c='r',label='Drying equilibrium')\n", + " plt.plot(hour[lb:ub],Ew[lb:ub],linestyle='--',c='b',label='Wetting equilibrium')\n", + " plt.plot(hour[lb:ub],data[lb:ub],linestyle='-',c='b',label='RAWS fuel moisture data')\n", + " if lb <= h2:\n", + " ub1 = min(h2,ub)\n", + " plt.plot(hour[lb:ub1],m[lb:ub1],linestyle='-',c='k',label='Fuel moisture fitted')\n", + " if ub >= h2:\n", + " lb1 = max(h2,lb)\n", + " plt.plot(hour[lb1:ub],m[lb1:ub],linestyle='-',c='r',label='Fuel moisture prediction')\n", + " plt.title(title) \n", + " plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "qmGPeG61uqGI" + }, + "outputs": [], + "source": [ + "plot_int(0,600,title='RNN fitting and prediction') # again the whole thing" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "SwnOSJlOuvAA" + }, + "outputs": [], + "source": [ + "plot_int(0,300,title='RNN Fitting') " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "EqCZD7uCvDrS" + }, + "outputs": [], + "source": [ + "plot_int(300,500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "hYgLAXpUvSLo" + }, + "outputs": [], + "source": [ + "plot_int(500,800)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gVQxv9Blc91t" + }, + "source": [ + "### 4.4 A comment on the information flow in the Kalman filter and in neural networks" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CZmR4HPAc91t" + }, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_g_OTEg6ePb9" + }, + "source": [ + "## 5. Conclusion" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aNxw7xI3FqFt" + }, + "source": [ + "We have shown how to combine a model and data for improved forecasting of fuel moisture from weather forecast using the Kalman filter. Augmenting the filter state by a model parameter and joint estimation of augmented state resulted in an improvement of the forecast." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IWpmDwUPGElR" + }, + "source": [ + "## Contributions of authors " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jujW1VFgGOCn" + }, + "source": [ + "Not applicable." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HWslw7HmGZmP" + }, + "source": [ + "## Acknowledgements" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xubqDAV2GjkZ" + }, + "source": [ + "This Math Clinic was sponsored by the team of investigators of the NASA grant no. 80NSSC19K1091 *Coupled Interactive Forecasting of Weather, Fire Behavior, and Smoke Impact for Improved Wildland Fire Decision Making* under the NASA ROSES18 Disasters program. The author would like to thank Brian Zhang from the Math Clinic class for bringing the reference van der Kamp et al. (2017) to his attention." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZsNZxOv7c91t" + }, + "source": [ + "## References" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vFY-iS1Wc91t" + }, + "source": [ + "J. Mandel, S. Amram, J. D. Beezley, G. Kelman, A. K. Kochanski, V. Y. Kondratenko, B. H. Lynn, B. Regev, and M. Vejmelka. *Recent advances and applications of WRF-SFIRE.* Natural Hazards and Earth System Science, 14(10):2829–2845, 2014. [doi:10.5194/nhessd-2-1759-2014](https://doi.org/10.5194/nhessd-2-1759-2014)\n", + "\n", + "R. E. Kalman. *A new approach to linear filtering and prediction problems.* Transactions of the ASME – Journal of Basic Engineering, Series D, 82:35–45, 1960. [doi:10.1115/1.3662552](https://doi.org/10.1115/1.3662552)\n", + "\n", + "E. Kalnay. *Atmospheric Modeling, Data Assimilation and Predictability.* Cambridge University Press, 2003. [doi:10.1017/CBO9780511802270](https://doi.org/10.1017/CBO9780511802270)\n", + "\n", + "D. W. van der Kamp, R. D. Moore, and I. G. McKendry. *A model for simulating the moisture content of standardized fuel sticks of various sizes.* Agricultural and Forest Meteorology, 236:123–134, 2017. [doi:10.1016/j.agrformet.2017.01.013](https://doi.org/10.1016/j.agrformet.2017.01.013)\n", + "\n", + "S. F. Schmidt. *Application of state-space methods to navigation problems.* volume 3 of Advances in Control Systems, C. T. Leondes, ed., pages 293–340. Elsevier, 1966. [doi:10.1016/B978-1-4831-6716-9.50011-4](https://doi.org/10.1016/B978-1-4831-6716-9.50011-4)\n", + "\n", + "M. Vejmelka, A. K. Kochanski, and J. Mandel. *Data assimilation of dead fuel moisture observations from remote automatic weather stations.* International Journal of Wildland Fire, 25:558– 568, 2016. [doi:10.1071/WF14085](https://doi.org/10.1071/WF14085)\n" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "provenance": [] + }, + "gpuClass": "standard", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.8" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/kf_orig.json b/kf_orig.json new file mode 100644 index 0000000..32e093f --- /dev/null +++ b/kf_orig.json @@ -0,0 +1,39260 @@ +{ + "title": "BKCU1 Kalman filtering and forecast with augmented state, real data. 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